Set up

# install.packages("caret")
# install.packages("lubridate")
# install.packages("Metrics")
# install.packages("naniar")
# install.packages("randomForest")
# install.packages("splitstackshape")
# install.packages("xgboost")
# install.packages("SHAPforxgboost")


#load necessary libraries
library(ggplot2) # Load ggplot2 for visualizations
library(naniar) # Load nanair for missing data visualization
library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
library(tidyr)
library(lubridate)
## 
## Attaching package: 'lubridate'
## The following objects are masked from 'package:base':
## 
##     date, intersect, setdiff, union
library(zoo)
## 
## Attaching package: 'zoo'
## The following objects are masked from 'package:base':
## 
##     as.Date, as.Date.numeric
library(data.table)
## 
## Attaching package: 'data.table'
## The following objects are masked from 'package:lubridate':
## 
##     hour, isoweek, mday, minute, month, quarter, second, wday, week,
##     yday, year
## The following objects are masked from 'package:dplyr':
## 
##     between, first, last
library(randomForest) # Load randomForest package to run bagging
## randomForest 4.7-1.1
## Type rfNews() to see new features/changes/bug fixes.
## 
## Attaching package: 'randomForest'
## The following object is masked from 'package:dplyr':
## 
##     combine
## The following object is masked from 'package:ggplot2':
## 
##     margin
library(caret) # Used for analysing results
## Loading required package: lattice
library(splitstackshape) # Used for stratified sampling
library(xgboost) # Load XGBoost
## 
## Attaching package: 'xgboost'
## The following object is masked from 'package:dplyr':
## 
##     slice
library(SHAPforxgboost) # Load shap for XGBoost
library(Metrics)
## 
## Attaching package: 'Metrics'
## The following objects are masked from 'package:caret':
## 
##     precision, recall
source("a_insights_shap_functions.r")

Load data

#load the data
financial_information <- read.csv("russell_1000_financial_information")
historical_prices <- read.csv("russell_1000_historical_price")

Data Cleaning

#check financial info data
dim(financial_information) # Check dimensions of dataset
## [1] 1000   42
head(financial_information) # View head of dataset (First rows)
##   Ticker                longName Stock.Price                       Industry
## 1    TXG      10x Genomics, Inc.       22.97    Health Information Services
## 2    MMM              3M Company      137.22                  Conglomerates
## 3    AOS A. O. Smith Corporation       85.74 Specialty Industrial Machinery
## 4   AAON              AAON, Inc.      107.39  Building Products & Equipment
## 5    ABT     Abbott Laboratories      113.34                Medical Devices
## 6   ABBV             AbbVie Inc.      193.51   Drug Manufacturers - General
##        Sector Full.Time.Employees Dividend.Rate Dividend.Yield Payout.Ratio
## 1  Healthcare                1259           N/A            N/A       0.0000
## 2 Industrials               85000           2.8    0.020399999       2.0272
## 3 Industrials               12000          1.28         0.0149       0.3256
## 4 Industrials                3856          0.32          0.003       0.1435
## 5  Healthcare              114000           2.2         0.0194       0.6688
## 6  Healthcare               50000           6.2          0.032       2.0268
##   X5.Year.Avg.Dividend.Yield  Beta Trailing.P.E Forward.P.E  Volume
## 1                        N/A 1.848          N/A  -24.436169 1186860
## 2                       4.36 0.995    53.392998   17.391636 3141320
## 3                       1.74 1.147    22.155039   19.755758  940658
## 4                       0.57 0.794    48.156948    38.90942  612746
## 5                       1.63 0.722     35.75394   22.050583 5029317
## 6                       4.23 0.619    64.503334   16.005789 4286448
##   Regular.Market.Volume Average.Volume Average.Volume..10.days.   Market.Cap
## 1               1186860        1857526                  1385540   2767678208
## 2               3141320        4207790                  3998620  75382358016
## 3                940658         964428                   949780  12504749056
## 4                612746         602674                   468890   8700007424
## 5               5029317        6075063                  5542730 197200265216
## 6               4286448        5077223                  4485420 341804449792
##   X52.Week.Low X52.Week.High Price.Sales..TTM. Trailing.Annual.Dividend.Rate
## 1     15.28000         57.90         4.3810887                          0.00
## 2     71.36288        137.94         2.3113496                          5.21
## 3     64.86000         92.45         3.1829228                          1.26
## 4     52.24000        109.07         7.2847724                          0.32
## 5     89.67000        121.64          4.842241                          2.16
## 6    135.85000        199.95         6.2146263                          6.13
##   Trailing.Annual.Dividend.Yield Profit.Margins Enterprise.to.Revenue
## 1                    0.000000000       -0.37957                 3.921
## 2                    0.038410500        0.02891                 2.419
## 3                    0.015003571        0.14674                 3.166
## 4                    0.002967909        0.15605                 7.345
## 5                    0.018813694        0.13645                 5.035
## 6                    0.031625650        0.09707                 7.266
##   Enterprise.to.EBITDA Recommendation.Mean Recommendation.Key
## 1              -16.933                 2.3                buy
## 2               10.736                 2.5                buy
## 3               15.004                 2.7               hold
## 4               28.766                 2.2                buy
## 5               19.399                 2.0                buy
## 6               15.299                 2.1                buy
##   Total.Cash.Per.Share      EBITDA  Total.Debt Quick.Ratio Current.Ratio
## 1                3.155  -146284000    89482000       4.245         5.217
## 2               18.818  7350000128 13790999552        0.97          1.36
## 3                  1.6   828899968   165100000       1.012         1.698
## 4                0.035   304944000    40000000       1.573         2.994
## 5                4.149 10570999808 14844999680       1.023          1.68
## 6                7.449 26121000960 70938001408       0.594         0.807
##   Total.Revenue Debt.to.Equity Revenue.Per.Share Return.on.Assets
## 1     631732992         12.358             5.317         -0.11953
## 2   32614000640        345.812            58.822          0.07516
## 3    3928699904          8.637            26.541          0.14533
## 4    1194273024          8.581            14.709          0.16217
## 5   40725000192         37.525            23.402          0.06255
## 6   54999998464       1039.994              31.1          0.07936
##   Return.on.Equity Revenue.Growth Gross.Margins EBITDA.Margins
## 1         -0.31605          0.043       0.64702       -0.23156
## 2          0.24314         -0.004       0.44763        0.22536
## 3       0.30341998          0.066       0.38351        0.21099
## 4          0.26613          0.168       0.36272        0.25534
## 5          0.14441           0.04       0.55475        0.25957
## 6          0.54262          0.043       0.69660        0.47493
##   Earnings.Per.Share
## 1              -2.03
## 2               2.57
## 3               3.87
## 4               2.23
## 5               3.17
## 6               3.00
tail(financial_information) # View tail of dataset (Last rows)
##      Ticker                                   longName Stock.Price
## 995     ZBH               Zimmer Biomet Holdings, Inc.      107.81
## 996    ZION Zions Bancorporation, National Association       47.03
## 997     ZTS                                Zoetis Inc.      193.69
## 998      ZM            Zoom Video Communications, Inc.       69.43
## 999      ZI                 ZoomInfo Technologies Inc.       10.23
## 1000     ZS                              Zscaler, Inc.      174.15
##                                      Industry             Sector
## 995                           Medical Devices         Healthcare
## 996                          Banks - Regional Financial Services
## 997  Drug Manufacturers - Specialty & Generic         Healthcare
## 998                    Software - Application         Technology
## 999                    Software - Application         Technology
## 1000                Software - Infrastructure         Technology
##      Full.Time.Employees Dividend.Rate Dividend.Yield Payout.Ratio
## 995                18000          0.96         0.0089       0.2004
## 996                 9696          1.64         0.0349       0.3952
## 997                14100          1.73         0.0089       0.3165
## 998                 7420           N/A            N/A       0.0000
## 999                 3516           N/A            N/A       0.0000
## 1000                7348           N/A            N/A       0.0000
##      X5.Year.Avg.Dividend.Yield   Beta Trailing.P.E Forward.P.E  Volume
## 995                        0.75  1.026    22.507307   12.506961 1274986
## 996                        3.44  1.083     11.33253    9.859539  995879
## 997                        0.66  0.883    38.053043   30.029459 2045051
## 998                         N/A -0.051    24.796429   13.149621 2261592
## 999                         N/A  1.056       255.75   10.546391 5143149
## 1000                        N/A  0.823          N/A   48.918537  679193
##      Regular.Market.Volume Average.Volume Average.Volume..10.days.  Market.Cap
## 995                1274986        1542846                  1712560 21955721216
## 996                 995879        1670936                  1542470  6946189312
## 997                2045051        1967849                  1872380 87751450624
## 998                2261592        3341384                  2779170 21369790464
## 999                5143149        7339177                  7828200  3736814336
## 1000                679193        1927353                  1798930 26556133376
##      X52.Week.Low X52.Week.High Price.Sales..TTM. Trailing.Annual.Dividend.Rate
## 995        102.00        133.90         2.9177814                         0.960
## 996         28.90         53.32         2.3506563                         1.640
## 997        144.80        201.92          9.843123                         1.614
## 998         55.06         74.77          4.658836                         0.000
## 999          7.65         19.39         3.0336208                         0.000
## 1000       146.64        259.61         12.250434                         0.000
##      Trailing.Annual.Dividend.Yield Profit.Margins Enterprise.to.Revenue
## 995                     0.008924421        0.13251                 3.665
## 996                     0.034672305        0.22166                  3.29
## 997                     0.008337207        0.26293                10.426
## 998                     0.000000000        0.19084                 3.033
## 999                     0.000000000        0.01250                 3.841
## 1000                    0.000000000       -0.02662                11.712
##      Enterprise.to.EBITDA Recommendation.Mean Recommendation.Key
## 995                10.941                 2.6               hold
## 996                   N/A                 3.0               hold
## 997                25.499                 1.9                buy
## 998                16.306                 2.7               hold
## 999                21.964                 2.8               hold
## 1000             -281.351                 2.0                buy
##      Total.Cash.Per.Share     EBITDA Total.Debt Quick.Ratio Current.Ratio
## 995                 2.063 2520699904 6034599936       0.509         1.286
## 996                30.021        N/A 6768999936         N/A           N/A
## 997                 3.474 3644999936 6774000128       1.646         3.451
## 998                24.432  853310976   64027000       4.371         4.559
## 999                 1.155  215400000 1416099968       0.916         0.969
## 1000               15.802  -90237000 1241794048       1.014         1.091
##      Total.Revenue Debt.to.Equity Revenue.Per.Share Return.on.Assets
## 995     7524800000         47.332            36.369      0.045440003
## 996     2955000064            N/A            20.043          0.00749
## 997     8915000320        136.573            19.458          0.14406
## 998     4586937856          0.751            14.962          0.04782
## 999     1231800064         76.016             3.213      0.015570001
## 1000    2167770880         97.464            14.492         -0.01827
##      Return.on.Equity Revenue.Growth Gross.Margins EBITDA.Margins
## 995           0.07946          0.039       0.71792        0.33499
## 996           0.11585           0.05       0.00000        0.00000
## 997           0.48888          0.083       0.70006        0.40886
## 998       0.112749994          0.021       0.75895        0.18603
## 999           0.00732         -0.055       0.88626        0.17487
## 1000     -0.057729997          0.303       0.78080       -0.04163
##      Earnings.Per.Share
## 995                4.79
## 996                4.15
## 997                5.09
## 998                2.80
## 999                0.04
## 1000              -0.38
nrow(unique(financial_information)) # Check unique rows in dataset
## [1] 1000
str(financial_information)
## 'data.frame':    1000 obs. of  42 variables:
##  $ Ticker                        : chr  "TXG" "MMM" "AOS" "AAON" ...
##  $ longName                      : chr  "10x Genomics, Inc." "3M Company" "A. O. Smith Corporation" "AAON, Inc." ...
##  $ Stock.Price                   : num  23 137.2 85.7 107.4 113.3 ...
##  $ Industry                      : chr  "Health Information Services" "Conglomerates" "Specialty Industrial Machinery" "Building Products & Equipment" ...
##  $ Sector                        : chr  "Healthcare" "Industrials" "Industrials" "Industrials" ...
##  $ Full.Time.Employees           : chr  "1259" "85000" "12000" "3856" ...
##  $ Dividend.Rate                 : chr  "N/A" "2.8" "1.28" "0.32" ...
##  $ Dividend.Yield                : chr  "N/A" "0.020399999" "0.0149" "0.003" ...
##  $ Payout.Ratio                  : num  0 2.027 0.326 0.143 0.669 ...
##  $ X5.Year.Avg.Dividend.Yield    : chr  "N/A" "4.36" "1.74" "0.57" ...
##  $ Beta                          : chr  "1.848" "0.995" "1.147" "0.794" ...
##  $ Trailing.P.E                  : chr  "N/A" "53.392998" "22.155039" "48.156948" ...
##  $ Forward.P.E                   : chr  "-24.436169" "17.391636" "19.755758" "38.90942" ...
##  $ Volume                        : int  1186860 3141320 940658 612746 5029317 4286448 265267 2598923 157880 2829857 ...
##  $ Regular.Market.Volume         : int  1186860 3141320 940658 612746 5029317 4286448 265267 2598923 157880 2829857 ...
##  $ Average.Volume                : int  1857526 4207790 964428 602674 6075063 5077223 902590 2683225 226300 2623280 ...
##  $ Average.Volume..10.days.      : int  1385540 3998620 949780 468890 5542730 4485420 637420 2804990 219400 4775030 ...
##  $ Market.Cap                    : num  2.77e+09 7.54e+10 1.25e+10 8.70e+09 1.97e+11 ...
##  $ X52.Week.Low                  : num  15.3 71.4 64.9 52.2 89.7 ...
##  $ X52.Week.High                 : num  57.9 137.9 92.5 109.1 121.6 ...
##  $ Price.Sales..TTM.             : chr  "4.3810887" "2.3113496" "3.1829228" "7.2847724" ...
##  $ Trailing.Annual.Dividend.Rate : num  0 5.21 1.26 0.32 2.16 6.13 0 5.16 0.56 0 ...
##  $ Trailing.Annual.Dividend.Yield: num  0 0.03841 0.015 0.00297 0.01881 ...
##  $ Profit.Margins                : num  -0.3796 0.0289 0.1467 0.156 0.1365 ...
##  $ Enterprise.to.Revenue         : chr  "3.921" "2.419" "3.166" "7.345" ...
##  $ Enterprise.to.EBITDA          : chr  "-16.933" "10.736" "15.004" "28.766" ...
##  $ Recommendation.Mean           : chr  "2.3" "2.5" "2.7" "2.2" ...
##  $ Recommendation.Key            : chr  "buy" "buy" "hold" "buy" ...
##  $ Total.Cash.Per.Share          : chr  "3.155" "18.818" "1.6" "0.035" ...
##  $ EBITDA                        : chr  "-146284000" "7350000128" "828899968" "304944000" ...
##  $ Total.Debt                    : chr  "89482000" "13790999552" "165100000" "40000000" ...
##  $ Quick.Ratio                   : chr  "4.245" "0.97" "1.012" "1.573" ...
##  $ Current.Ratio                 : chr  "5.217" "1.36" "1.698" "2.994" ...
##  $ Total.Revenue                 : chr  "631732992" "32614000640" "3928699904" "1194273024" ...
##  $ Debt.to.Equity                : chr  "12.358" "345.812" "8.637" "8.581" ...
##  $ Revenue.Per.Share             : chr  "5.317" "58.822" "26.541" "14.709" ...
##  $ Return.on.Assets              : chr  "-0.11953" "0.07516" "0.14533" "0.16217" ...
##  $ Return.on.Equity              : chr  "-0.31605" "0.24314" "0.30341998" "0.26613" ...
##  $ Revenue.Growth                : chr  "0.043" "-0.004" "0.066" "0.168" ...
##  $ Gross.Margins                 : num  0.647 0.448 0.384 0.363 0.555 ...
##  $ EBITDA.Margins                : num  -0.232 0.225 0.211 0.255 0.26 ...
##  $ Earnings.Per.Share            : num  -2.03 2.57 3.87 2.23 3.17 ...
#from this we see that columns that should be numeric class, are actually chr
dim(historical_prices) # Check dimensions of dataset
## [1]  502 1001
head(historical_prices) # View head of dataset (First rows)
##                        Date   TXG      MMM      AOS     AAON      ABT     ABBV
## 1 2022-09-26 00:00:00-04:00 28.75 85.56659 47.68308 36.07710 95.96623 130.6565
## 2 2022-09-27 00:00:00-04:00 29.31 85.11983 47.60588 36.03754 94.51482 131.1284
## 3 2022-09-28 00:00:00-04:00 31.66 86.53584 48.68674 36.72321 94.88969 133.7932
## 4 2022-09-29 00:00:00-04:00 29.93 85.03654 47.02685 35.82656 94.47638 132.0537
## 5 2022-09-30 00:00:00-04:00 28.48 83.67353 46.88209 35.52328 93.00574 124.1796
## 6 2022-10-03 00:00:00-04:00 28.33 85.73317 48.86044 36.45950 95.65865 127.9825
##    ACHC      ACN      AYI   ADBE      ADT      AAP      WMS   AMD      ACM
## 1 77.07 249.4079 156.5057 276.96 7.177725 151.0801 118.5467 66.30 66.43568
## 2 76.72 248.2457 152.6572 277.57 7.139647 152.6419 119.0917 67.17 66.16071
## 3 80.07 253.6592 156.8239 281.40 7.368115 156.4841 124.4230 68.36 68.44888
## 4 79.90 250.1148 153.3334 278.25 7.130127 152.9773 121.8664 64.14 66.89724
## 5 78.18 249.1754 156.5952 275.20 7.130127 149.7962 123.2438 63.36 67.14276
## 6 81.05 256.5258 158.7631 285.24 7.406194 156.5319 128.0994 66.11 68.97918
##        AES      AMG  AFRM      AFL     AGCO        A      ADC     AGNC       AL
## 1 21.45169 114.1891 19.04 54.28622 87.31816 120.6173 63.24606 7.116527 28.95301
## 2 20.77899 113.4794 19.39 54.03785 86.82150 119.9269 62.00612 6.717055 29.71266
## 3 21.51709 115.2185 20.66 54.64921 89.67264 122.0077 63.04548 6.820621 30.67423
## 4 21.25548 113.3295 19.06 54.04741 88.84488 121.0413 60.14003 6.505825 30.25113
## 5 21.11534 111.7904 18.76 53.68442 88.44941 119.8678 61.82329 6.310949 29.81843
## 6 22.01227 116.3279 19.01 55.27011 91.45689 124.8466 61.85073 6.385902 30.76077
##        APD   ABNB  AKAM   ALK      ALB      ACI       AA      ARE   ALGN
## 1 219.9516 103.23 80.71 38.81 259.3326 17.94697 33.66241 128.5027 219.64
## 2 219.2485 106.37 80.92 39.05 263.8827 17.68874 33.88702 127.0928 214.22
## 3 223.2485 110.69 82.25 40.35 271.9749 18.35584 34.40459 130.1244 212.10
## 4 220.1986 106.66 80.50 39.14 259.7339 18.14065 34.59991 128.6377 211.01
## 5 222.6767 105.04 80.32 39.15 258.7553 17.83220 32.87138 130.2638 207.11
## 6 228.0348 105.00 83.84 39.91 267.8457 18.40605 36.51399 133.8876 215.64
##       ALLE  ALGM      LNT     ALSN      ALL     ALLY   ALNY    GOOGL      GOOG
## 1 87.77599 21.55 54.05904 31.59414 117.5731 26.39969 197.39 97.92751  98.56793
## 2 86.60812 22.27 52.95047 32.54303 117.4688 26.02003 202.61 97.25917  97.84969
## 3 89.34290 23.26 53.29515 33.64684 119.9259 27.12195 210.76 99.80288 100.49320
## 4 86.88062 22.23 50.80785 33.14334 119.6603 26.41821 209.39 97.17937  97.84969
## 5 87.27964 21.85 49.36393 32.68827 118.1423 25.77002 200.16 95.41374  95.91445
## 6 89.97550 22.56 50.61222 33.44351 121.7000 27.06639 196.79 98.39635  99.05673
##         MO   AMZN      AMCR      DOX   AMED AS      AEE   AAL      AEP      AXP
## 1 34.95554 115.15  9.799346 75.91957 103.76 NA 81.29404 11.86 88.32272 133.6835
## 2 34.38237 114.41  9.681392 75.55448 101.74 NA 79.79398 12.27 85.76438 133.7225
## 3 34.90496 118.01  9.890080 76.90914 102.57 NA 80.62839 12.75 86.41088 136.7083
## 4 34.70266 114.80  9.753978 76.85604 100.45 NA 77.33762 12.25 82.26399 134.0142
## 5 34.03676 113.00  9.735831 76.71121  96.79 NA 75.51880 12.04 79.84418 131.2132
## 6 34.87125 115.88 10.008035 78.21745  97.86 NA 77.58139 11.92 81.48817 136.1831
##        AFG      AMH      AIG      AMT      AWK     COLD      AMP      AME
## 1 106.3115 31.35868 46.27021 207.3629 131.7763 23.89980 245.4241 112.1932
## 2 107.7194 30.86514 46.41357 206.6416 129.2623 23.69337 244.8036 110.3574
## 3 109.3487 31.40613 46.61430 207.0725 131.8627 24.01241 251.5025 112.8742
## 4 109.1450 31.03598 45.55336 200.1969 127.8133 23.18896 246.1705 111.8083
## 5 108.8528 31.14038 45.38132 201.1149 124.8963 23.28361 244.2510 111.9366
## 6 111.4207 31.74781 47.00618 203.4286 128.9168 24.09759 254.3914 116.0228
##       AMGN     AMKR      APH      ADI      NLY   ANSS       AM    AR      AON
## 1 213.0735 16.39956 33.50560 135.8539 15.45474 229.72 7.606873 29.30 265.5489
## 2 212.2470 16.37998 33.50560 136.8090 14.55447 227.57 7.615467 29.53 266.6708
## 3 216.9335 16.48768 34.04039 139.4813 14.56947 232.19 8.019450 30.77 270.9026
## 4 214.5199 16.23311 33.32406 136.9827 13.76006 227.53 7.916304 30.33 266.6511
## 5 211.6929 16.69328 32.85305 134.4261 13.48501 221.70 7.890519 30.53 263.6200
## 6 216.4264 17.62341 34.04530 140.0119 13.65790 227.97 8.148378 31.09 271.2175
##        APA   APG  APLS      APO   APPF     AAPL     AMAT   APP      ATR  APTV
## 1 30.16179 13.49 59.30 46.91317 103.83 149.1178 81.53481 20.32 94.88740 83.63
## 2 30.95751 13.52 61.76 46.89397 103.77 150.0969 82.72431 20.38 93.57236 83.00
## 3 32.84262 14.04 63.00 48.04593 105.10 148.1980 84.54297 21.37 95.69591 85.94
## 4 33.10787 13.67 65.41 45.72282 109.40 140.9186 82.98973 19.68 94.26398 80.45
## 5 32.38792 13.27 68.30 44.63807 104.72 136.6855 80.54193 19.49 92.56903 78.21
## 6 35.33401 13.86 61.04 46.97077 108.26 140.8890 84.78873 20.42 94.91663 83.04
##       ARMK  ACGL      ADM     ARES   ANET      AWI   ARW      AJG      ASH
## 1 23.08369 41.67 77.28706 59.95111 109.10 75.61978 92.23 166.1466 91.52633
## 2 22.63231 43.10 76.63281 60.27091 110.92 76.38096 92.72 166.4113 90.73281
## 3 23.04842 44.47 78.61453 61.35255 116.69 78.77183 94.25 167.4604 92.29082
## 4 22.11746 45.83 76.43369 58.73780 114.75 77.33732 93.03 167.7937 90.94570
## 5 22.00462 45.54 76.28197 58.26752 112.89 77.31779 92.19 167.8721 91.90373
## 6 22.56884 46.33 78.72831 60.21447 115.83 79.25977 95.13 173.1273 92.82307
##     AZPN      AIZ      AGO ALAB        T   ATI   TEAM       ATO   ADSK      ADP
## 1 221.48 140.7046 44.61603   NA 13.76048 28.00 213.61 103.54696 183.99 218.8293
## 2 232.67 141.9464 44.95404   NA 13.81317 28.23 214.59 102.02938 187.96 217.8531
## 3 239.65 143.8716 46.22878   NA 13.90099 28.60 218.14 103.44263 190.98 221.9973
## 4 234.08 142.2255 46.47020   NA 13.63754 27.58 212.33  99.26927 189.46 217.9775
## 5 238.20 139.8383 46.78889   NA 13.47070 26.61 210.59  96.60400 186.80 216.4844
## 6 243.19 144.0834 47.73530   NA 13.96246 28.31 217.33  99.60123 192.46 222.2844
##       AN     AZO      AVB      AGR  AVTR      AVY      CAR      AVT  AXTA
## 1 105.36 2093.68 171.1078 40.15350 20.48 158.3512 131.9414 33.74223 22.02
## 2 107.41 2099.50 168.8876 39.56474 20.01 157.7030 138.4496 34.11261 21.68
## 3 112.43 2169.44 173.1702 40.09009 20.33 161.2440 148.1692 34.63493 22.10
## 4 100.77 2159.02 170.0594 38.33287 20.20 158.2835 136.4164 34.16959 21.31
## 5 101.87 2141.93 172.5799 37.77127 19.60 157.4128 141.0529 34.30254 21.06
## 6 106.01 2197.71 174.8567 38.62271 20.21 162.6373 149.9934 35.29970 22.08
##        AXS   AXON  AZEK  AZTA      BKR     BALL      BAC      OZK     BBWI
## 1 45.97435 110.65 15.90 43.78 19.43575 46.99324 29.33795 36.05214 33.29448
## 2 46.79180 113.24 15.89 43.41 19.73038 46.19559 28.90304 36.20108 32.95914
## 3 47.68441 115.69 16.78 44.42 20.22459 47.88816 29.37577 37.47636 33.89810
## 4 47.50590 114.16 16.65 43.96 20.07253 46.35123 28.98813 36.79683 32.22139
## 5 46.57720 115.75 16.62 42.86 19.92046 47.00297 28.55321 36.82476 31.23453
## 6 47.20264 115.97 17.43 44.50 21.17499 48.02434 29.39468 37.29019 31.15789
##        BAX      BDX  BRBR      BSY     BERY      BBY   BILL    BIO     TECH
## 1 51.83327 224.6203 21.85 31.52489 44.83856 59.59696 124.31 414.52 71.89536
## 2 51.25745 221.4203 21.11 31.05895 44.45201 59.67908 128.73 412.59 70.02660
## 3 52.44685 223.3888 21.39 31.36627 46.03683 61.53122 133.68 428.71 71.78878
## 4 52.20142 219.2675 20.40 31.00938 45.22510 59.37799 135.22 418.24 70.79245
## 5 50.84211 216.0773 20.61 30.32536 44.96418 57.79044 132.37 417.14 70.38846
## 6 52.50349 223.7863 21.23 32.13952 45.98851 58.09152 138.18 427.84 72.63644
##     BIIB  BMRN BIRK    BJ      BLK       BX      HRB    SQ      OWL       BK
## 1 195.75 82.16   NA 75.45 553.9421 77.94302 39.92736 54.14 8.568229 36.90216
## 2 197.79 83.44   NA 76.02 548.2098 76.80894 41.16330 55.08 8.568229 36.40664
## 3 276.61 85.84   NA 76.06 554.6811 80.61423 42.30489 59.07 8.816185 37.01435
## 4 264.28 85.06   NA 74.47 534.3008 79.16146 40.95574 55.90 8.522313 36.35054
## 5 267.00 84.77   NA 72.81 521.3773 78.44915 40.13493 54.99 8.476394 36.01397
## 6 264.30 86.70   NA 74.92 542.6385 81.06413 38.01214 55.78 8.696799 37.07980
##       BA     BOKF     BKNG      BAH      BWA    SAM   BSX      BYD  BFAM   BHF
## 1 127.34 83.73499 1657.322 89.81892 28.57708 320.21 38.36 45.09911 57.34 43.45
## 2 127.51 82.12726 1657.233 89.29565 28.51710 324.67 38.14 45.81141 56.99 42.82
## 3 133.44 83.86818 1714.540 90.56506 28.73989 334.19 39.13 47.07987 59.13 44.53
## 4 125.33 83.94429 1666.923 89.32472 27.13751 332.18 39.34 46.96241 58.33 43.81
## 5 121.08 84.53410 1631.468 89.48944 26.90615 323.65 38.73 46.63942 57.65 43.42
## 6 126.05 86.52235 1666.933 92.99731 28.06295 328.94 39.88 47.71608 58.50 45.11
##        BMY      BRX     AVGO       BR     BEPC      BRO     BRKR       BC  BLDR
## 1 64.70472 16.60179 44.34613 147.8621 31.46648 57.81725 48.62696 63.59119 52.89
## 2 64.89841 16.68349 44.58500 144.1369 30.83006 58.63588 48.63691 64.61903 54.29
## 3 66.46645 17.07379 44.70108 143.6929 30.52093 59.41507 51.32129 65.81015 58.46
## 4 66.14362 16.47471 43.18245 141.7724 29.34810 60.05616 52.53423 63.69685 58.20
## 5 65.57175 16.76517 42.59534 139.2824 29.71178 59.65178 52.75295 62.87075 58.92
## 6 65.05521 17.03188 43.82041 143.7122 30.49366 61.19042 54.04543 63.84094 60.28
##         BG   BURL     BWXT      BXP     CHRW   CACI   CDNS   CZR      CPT
## 1 77.70477 114.75 49.30470 65.64603 92.09055 268.95 162.38 33.77 110.0275
## 2 77.97985 114.96 49.52916 64.89716 92.90535 263.70 163.13 32.94 108.7300
## 3 79.58287 116.84 50.23185 67.39929 94.25071 267.57 166.97 34.50 111.5474
## 4 78.00830 109.78 49.62676 66.64962 93.54014 264.24 164.69 32.42 110.4265
## 5 78.32131 111.89 49.15831 66.90844 91.24733 261.06 163.43 32.26 111.5754
## 6 80.04766 115.65 50.45632 67.59563 93.53065 269.51 170.28 34.15 114.0694
##        CPB      COF  CPRI      CAH      CSL       CG   KMX  CCL     CARR
## 1 45.04036 87.54798 38.66 62.80581 267.5659 24.44211 79.97 8.90 34.22904
## 2 44.19549 87.63428 38.75 63.22598 268.3773 24.60826 81.15 9.22 34.49099
## 3 44.94648 91.13428 39.77 66.16717 275.1913 25.30977 86.42 9.83 35.80079
## 4 44.12978 89.83017 39.20 64.73477 274.1355 24.22058 65.16 9.16 34.55891
## 5 44.23304 88.38224 38.44 64.14413 274.1355 23.85137 66.02 7.03 34.50070
## 6 44.79628 91.64251 40.12 65.38506 283.2470 24.85748 67.74 6.85 35.71347
##        CRI  CVNA     CASY  CTLT      CAT CAVA     CBOE  CBRE CCCS      CDW
## 1 61.94170 24.44 199.4297 74.73 156.3594   NA 114.2947 69.03 8.45 154.6868
## 2 61.64853 24.83 195.7458 72.74 156.1863   NA 114.8445 68.53 8.65 154.1298
## 3 62.84870 26.87 203.0542 76.24 161.3015   NA 116.2093 70.18 9.22 157.7747
## 4 60.27429 21.57 201.7605 74.28 159.5131   NA 115.5907 67.79 9.14 155.3416
## 5 60.03609 20.30 200.0124 72.36 157.7632   NA 115.2373 67.51 9.10 152.5175
## 6 63.05027 21.46 204.3381 76.52 164.6379   NA 115.9835 70.28 9.24 156.2601
##         CE     CELH      COR   CNC      CNP  CERT       CF    CRL     SCHW
## 1 83.92325 29.42000 133.5427 77.71 28.87247 12.84 86.46835 185.16 68.73815
## 2 84.33403 29.94333 132.6515 77.30 28.28574 12.92 91.74105 182.44 69.45567
## 3 87.87820 30.92333 135.5603 78.18 28.53179 13.29 95.89413 187.42 71.02652
## 4 85.22247 30.28333 133.2685 77.68 27.29210 13.31 92.87979 190.01 70.43503
## 5 86.30196 30.22667 132.5437 77.81 26.66752 13.28 92.10468 196.80 69.68840
## 6 90.02764 30.40667 136.4418 80.00 27.29210 13.40 95.98026 203.79 70.98772
##     CHTR      CHE       CC      LNG      CHK      CVX     CMG      CHH     CHRD
## 1 306.20 446.7343 22.27448 145.9247 82.54150 130.3473 30.6398 102.2753 103.7467
## 2 306.89 441.8933 22.42335 149.4712 83.26644 130.4028 30.7800 103.6688 107.7028
## 3 321.08 442.8974 22.79552 159.8559 86.52858 134.8044 31.3320 108.7619 117.2726
## 4 312.59 443.4441 22.50709 160.9727 85.03343 133.8704 30.8670 108.0553 117.9049
## 5 303.35 433.9608 22.93509 162.5403 85.36871 132.8532 30.0552 107.7092 116.8625
## 6 320.27 444.0206 24.20977 163.9314 89.64575 140.3064 30.0940 110.4924 122.9632
##         CB      CHD     CHDN  CIEN       CI     CINF     CTAS  CRUS     CSCO
## 1 169.4590 73.48271 89.78117 39.71 267.6404 85.41561 92.85584 73.35 38.06969
## 2 172.7563 71.49089 90.56105 40.36 268.4333 85.86984 91.98761 73.89 38.01341
## 3 174.8704 72.26222 93.22855 42.12 273.2002 87.51646 94.63070 72.62 38.78268
## 4 178.2258 71.19795 91.86251 40.84 271.2760 86.92027 93.43147 69.55 38.06031
## 5 176.3833 69.75293 91.47505 40.43 268.2883 84.76263 93.10528 68.80 37.52557
## 6 181.4455 71.17845 92.48841 41.27 277.7157 88.25459 96.13933 69.75 38.73578
##          C      CFG     CIVI CLVT    CLH     CWEN   CLF      CLX   NET      CME
## 1 39.51116 30.45194 42.65573 9.87 107.65 30.02470 13.08 131.0168 53.78 163.5672
## 2 39.14353 29.84580 43.50400 9.49 107.80 29.42723 13.60 126.8532 56.48 160.1865
## 3 39.88798 30.73240 46.88091 9.74 111.85 29.78393 13.98 127.4894 57.50 163.1583
## 4 38.95971 30.62383 46.44466 9.19 109.35 28.70493 13.77 124.5703 54.85 162.3767
## 5 38.29797 31.08523 46.36387 9.39 109.98 28.40174 13.47 120.1260 55.31 160.9772
## 6 39.11596 31.70042 50.22551 9.75 115.03 29.99795 14.62 121.4265 55.79 161.9314
##        CMS      CNA      CNH       KO     COKE     CGNX     CTSH  COHR  COIN
## 1 59.43376 31.19089 10.27990 54.46408 401.3547 41.60807 56.72892 36.67 62.28
## 2 57.77762 31.59552 10.30791 53.06179 397.6091 42.08178 56.03297 36.38 63.05
## 3 58.39517 32.07763 10.67204 53.62648 410.4665 42.93052 57.27987 36.46 67.31
## 4 55.88757 31.98293 10.48531 53.24061 406.5268 41.61794 56.49694 35.47 61.94
## 5 54.49343 31.76770 10.42929 52.72298 399.5305 40.90736 55.52068 34.85 64.49
## 6 55.99986 32.43921 10.85878 53.31590 416.2888 42.87131 57.05755 36.22 65.95
##         CL     COLB     COLM    CMCSA      CMA       FIX     CBSH      CAG
## 1 71.41927 26.11637 65.25827 29.09231 65.13892  95.74784 65.58257 31.22290
## 2 69.11481 25.81628 65.39414 28.49897 64.26492  95.62889 64.26244 30.41477
## 3 69.42906 25.89572 67.75253 29.34660 65.55807  98.83041 64.77315 30.73619
## 4 68.34347 25.56915 66.61700 28.65908 64.45221  95.93616 64.24317 30.54334
## 5 66.89603 25.49854 65.31651 27.62310 63.40878  96.47141 63.75173 29.96480
## 6 67.71498 25.87807 67.06345 28.84744 65.12107 102.46803 65.38023 30.22193
##       CNXC  CFLT       COP       ED      STZ      CEG      COO    CPRT   CNM
## 1 110.4935 21.86  91.47275 86.84816 225.8768 81.36043 67.23888 26.6525 22.16
## 2 110.4059 22.74  91.06703 84.61100 225.9447 82.39068 65.94160 27.2075 22.04
## 3 114.2778 23.80  96.34247 84.65762 230.5077 83.42093 67.26637 27.8000 23.09
## 4 106.7773 23.25  96.95983 81.71204 226.8573 81.47819 67.33887 27.4450 22.71
## 5 108.5965 23.77  95.72514 79.94095 222.9837 81.62537 65.96409 26.6000 22.74
## 6 114.3167 24.73 102.86197 81.71204 227.6826 84.96141 68.30372 27.4125 23.08
##        GLW   CPAY     CTVA  CSGP     COST     CTRA COTY  CPNG      CUZ CR
## 1 27.96798 180.49 56.30957 69.59 463.1645 23.03927 7.10 16.49 20.88323 NA
## 2 27.60306 174.35 55.96747 70.01 461.2358 23.21216 6.86 16.80 20.37388 NA
## 3 28.00541 179.73 57.06219 72.23 470.8694 24.25857 6.85 17.75 21.29428 NA
## 4 27.71535 181.09 55.91860 70.69 461.8915 23.63072 6.43 16.30 20.66877 NA
## 5 27.15393 176.17 55.85996 69.65 455.4210 23.76721 6.32 16.67 20.86536 NA
## 6 27.94927 182.30 57.84414 71.99 460.6862 24.89551 6.52 17.48 21.31216 NA
##        CXT   CACC      CRH  CROX   CRWD      CCI      CCK      CSX     CUBE
## 1 29.15621 452.23 30.17908 65.60 159.35 135.1131 79.60638 26.68169 36.25729
## 2 29.18333 448.71 29.85723 68.95 162.58 132.7650 77.88705 26.47741 35.86469
## 3 29.80714 461.40 30.86067 72.24 167.25 134.4947 80.48557 26.87623 36.67730
## 4 29.63762 441.14 30.44415 71.60 165.70 129.2788 78.43411 26.44823 36.03816
## 5 29.67831 438.00 30.51041 68.66 164.81 129.5476 79.15701 25.91324 36.97973
## 6 30.62758 457.88 31.20146 72.36 169.31 132.3797 80.22181 26.67196 37.23820
##        CMI       CW      CVS      DHI      DHR      DRI   DAR  DDOG   DVA   DAY
## 1 192.2408 136.6720 91.34207 67.02706 230.8669 113.0753 66.55 86.41 84.40 54.26
## 2 192.7057 135.9182 90.84679 66.31985 228.6167 115.3338 66.42 87.74 82.78 55.63
## 3 196.8790 139.9053 91.73461 70.06215 234.0135 119.1976 68.48 89.76 85.13 57.68
## 4 194.0525 139.1505 90.63184 67.14494 230.6352 120.6908 66.36 87.45 83.96 56.60
## 5 193.0281 138.2070 89.12722 66.15286 227.2392 117.8910 66.15 88.78 82.77 55.88
## 6 198.7950 141.7128 91.36079 69.48263 236.4769 117.0417 68.99 90.94 86.41 57.27
##       DECK       DE      DAL     DELL     XRAY      DVN  DXCM     FANG
## 1 52.34667 323.3673 27.66770 32.98535 28.67333 49.47187 80.35 100.0090
## 2 53.16833 326.7155 28.14166 33.00436 28.34497 50.35946 79.64 102.0593
## 3 55.02000 336.6625 29.11922 33.54620 28.76025 53.83810 83.33 107.3741
## 4 53.85000 332.9812 28.08242 32.50056 28.27048 54.66293 82.10 108.7320
## 5 52.10167 326.0384 27.70720 32.48154 27.49462 53.90982 80.54 108.3273
## 6 53.83167 335.9595 27.90468 34.10705 28.29958 58.57191 84.98 116.4748
##         DKS      DLR      DDS      DFS  DOCU      DLB       DG   DLTR        D
## 1  97.28001 94.22134 241.2327 86.56952 51.67 65.54744 231.6547 138.23 68.41180
## 2 105.20592 90.47212 236.6604 86.52197 52.63 64.83813 229.1192 136.04 66.77909
## 3 111.07659 92.36060 241.7727 88.97501 55.31 65.61545 234.1319 137.97 67.52780
## 4 107.47044 89.71302 236.3863 86.92129 55.20 63.82763 232.6359 136.84 64.09999
## 5  99.56360 91.81443 245.6819 86.44590 53.47 63.30294 233.0148 136.10 62.34098
## 6 104.49231 92.99011 256.7607 89.26975 52.93 64.43004 239.9962 141.65 64.12705
##        DPZ      DCI  DASH    DV      DOV      DOW  DOCS  DKNG   DBX      DTM
## 1 316.0695 47.77934 50.73 26.15 114.8531 39.08492 30.73 14.59 19.99 45.57214
## 2 305.8012 47.35283 51.15 27.06 113.6067 39.44524 30.19 15.32 20.16 45.70801
## 3 312.6046 48.95226 52.70 27.85 116.6740 40.58022 32.35 15.88 20.73 47.98164
## 4 307.9035 48.16708 49.84 27.76 114.8044 39.77853 32.00 15.33 20.53 47.38379
## 5 301.9177 47.50792 49.45 27.35 113.5191 39.57135 30.22 15.14 20.72 47.00334
## 6 307.9911 49.02011 50.52 27.76 116.9369 40.78741 30.46 15.40 21.27 47.95446
##        DTE      DUK      DNB  DUOL       DD  BROS   DXC    DT   ELF      EXP
## 1 114.6950 92.71924 12.22974 90.36 48.11376 31.80 23.57 33.20 38.75 103.2276
## 2 113.4736 90.40217 12.07555 94.12 48.15221 31.65 23.34 33.79 37.50 102.1593
## 3 114.8349 91.58829 12.30684 98.33 49.26734 33.82 24.08 34.59 38.28 105.5323
## 4 110.2288 87.44149 12.06591 94.87 48.69055 32.42 24.67 34.60 37.55 105.2949
## 5 107.2731 85.52899 11.94062 95.23 48.45022 31.15 24.48 34.81 37.62 106.0170
## 6 109.0260 87.65297 12.14301 97.00 50.40169 31.90 26.05 35.89 38.59 109.3900
##       EWBC      EGP      EMN      ETN     EBAY      ECL      EIX    EW  ELAN
## 1 63.19777 138.1527 66.39588 129.2468 36.51613 143.0076 57.80161 83.59 12.66
## 2 62.99044 134.0347 65.89372 127.0883 35.97984 140.7502 56.15458 82.37 12.79
## 3 64.40405 136.5638 67.54897 129.6146 36.97582 145.3432 56.09968 84.24 13.15
## 4 63.71610 133.6049 65.84721 129.8469 36.09476 142.5972 53.18409 83.83 12.66
## 5 63.27316 136.8862 66.07040 129.0823 35.25200 141.1314 52.36958 82.63 12.41
## 6 65.28048 139.5891 69.25072 133.3702 35.64465 145.7341 54.97972 85.46 12.56
##    ESTC       EA      ESI      ELV      EME      EMR      EHC  ENOV   ENPH
## 1 67.62 113.4839 16.26428 437.2956 114.0555 69.99088 46.07732 47.26 274.92
## 2 69.99 113.8002 16.03138 435.1879 113.0132 69.91431 45.26292 46.25 284.81
## 3 73.07 116.9728 16.42926 442.1355 116.4775 71.78992 46.78379 47.50 292.31
## 4 71.75 116.1031 15.87611 445.7362 115.1077 71.00523 45.25311 46.93 277.84
## 5 71.74 114.3635 15.78878 443.2479 114.6312 70.06743 44.52465 46.07 277.47
## 6 72.06 118.4653 16.44867 458.6851 117.7481 72.28754 46.26705 47.54 286.61
##       ENTG      ETR  NVST       EOG   EPAM      EPR      EQT      EFX     EQIX
## 1 83.45356 99.94167 34.06  96.38719 355.33 30.74350 38.07654 170.9675 558.7957
## 2 84.12794 97.17699 34.20  96.63460 358.40 31.26371 37.98952 167.0028 545.4406
## 3 88.40227 99.04155 33.78 102.38962 370.53 31.92037 39.45920 170.7505 553.9053
## 4 87.12294 94.26536 33.19 103.52595 362.14 30.24080 38.22157 164.8034 539.3875
## 5 82.33290 92.42836 32.81 102.38962 362.19 30.80782 39.40119 169.0739 546.5455
## 6 85.78412 95.48696 33.43 109.90411 363.58 31.03977 40.36809 170.9577 556.2112
##        EQH      ELS      EQR     ESAB     WTRG      ESS       EL   ETSY  EEFT
## 1 25.03700 62.24259 60.94634 33.55565 40.89037 222.3703 224.2879  94.30 78.02
## 2 24.98025 60.19751 60.37624 32.95007 40.22234 219.9435 218.1322  96.73 76.89
## 3 25.79369 61.00228 61.95782 33.25783 40.93741 225.8031 220.1198 102.15 78.42
## 4 25.27347 59.35383 60.89118 33.17828 39.82718 222.2274 211.6388 101.52 77.25
## 5 24.92350 59.87790 61.81069 33.16834 38.93335 225.5516 208.3100 100.13 75.76
## 6 25.85044 60.85935 62.61069 34.01346 41.16322 229.8070 211.3879 104.99 77.64
##        EVR       EG     EVRG       ES  EXAS  EXEL      EXC  EXPE     EXPD
## 1 77.20210 236.5871 58.03178 77.99281 32.34 15.89 37.65184 89.69 84.74100
## 2 77.00068 244.3453 57.51086 76.02065 31.97 15.90 37.25288 91.82 86.94791
## 3 79.06285 249.7260 57.77589 76.63811 34.44 16.19 36.81680 95.91 87.93418
## 4 77.45147 257.4842 55.28098 73.33887 33.17 15.84 35.02606 94.21 88.34431
## 5 78.89020 252.6137 54.28484 71.84592 32.49 15.68 34.75698 93.69 86.23506
## 6 81.25932 255.9346 55.54601 74.00241 33.30 16.35 35.70338 94.40 88.77398
##        EXR      XOM   FFIV      FDS   FICO     FAST      FRT      FDX      FERG
## 1 156.0744 78.54169 143.91 381.4084 428.18 44.74393 81.59599 136.8969 103.06741
## 2 153.4912 80.18771 146.17 384.0694 425.57 44.38446 81.48476 138.8608  98.16034
## 3 156.8925 83.10567 148.88 385.9645 433.03 45.01826 84.18208 143.6891 101.68848
## 4 155.2010 82.93732 146.81 389.6959 424.84 44.05338 82.30043 145.9116  98.93064
## 5 158.7678 81.65604 144.73 392.8873 412.01 43.55203 83.53323 142.2329  97.88456
## 6 159.5860 85.96752 150.76 400.7527 423.91 44.82907 84.43232 145.0973 102.84869
##        FNF      FIS     FITB      FAF    FCNCA      FHB      FHN       FR
## 1 30.82495 73.28327 29.35717 41.90170 785.9636 22.84440 21.39480 43.91467
## 2 30.65738 72.53712 28.88145 41.78093 785.0500 22.45413 21.26597 42.71959
## 3 31.97152 73.00938 29.76884 43.12809 805.7636 22.84440 21.39480 43.50682
## 4 31.98034 72.31989 29.62097 42.71930 785.2088 22.46321 21.27517 42.13694
## 5 31.92742 71.37540 29.53779 42.83078 791.8320 22.35430 21.07273 42.77654
## 6 32.98578 72.10265 30.34186 44.20583 819.6453 22.68104 21.35799 43.92208
##     FSLR       FE    FI   FIVE  FIVN   FND      FLO      FLS       FMC      FNB
## 1 128.21 35.63204 95.90 130.63 75.16 69.25 23.55254 23.58840  97.51879 10.83598
## 2 132.31 35.11737 95.14 134.43 75.91 71.49 23.19119 23.60751  99.13325 10.78955
## 3 136.19 35.54014 96.17 137.79 77.65 76.56 23.42283 23.66483 102.32439 10.94740
## 4 130.93 34.17074 94.85 138.40 76.31 71.15 23.25605 23.68410 100.86330 10.78955
## 5 132.27 34.00531 93.57 137.67 74.98 70.26 22.87617 23.40478 100.28455 10.77098
## 6 136.62 34.60270 95.42 141.25 76.60 72.69 23.08928 24.05009 103.51984 11.04026
##           F  FTNT      FTV FTRE     FBIN     FOXA      FOX      BEN      FCX
## 1 10.172365 48.29 58.71342   NA 44.79855 30.18237 28.01490 20.82110 25.73097
## 2 10.104494 48.50 58.12836   NA 44.98137 30.01749 27.77306 20.58470 26.09023
## 3 10.333563 49.97 59.88353   NA 46.93419 30.49272 28.22772 20.94839 27.05150
## 4  9.731196 49.63 58.71342   NA 45.31377 29.59074 27.44415 20.44195 27.35251
## 5  9.502127 49.13 57.81105   NA 44.61574 29.75562 27.56991 19.81580 26.53688
## 6  9.731196 50.96 60.12151   NA 46.37743 30.31815 28.09229 20.66294 28.48855
##    FRPT  FYBR      CFR    FCN   GME     GLPI      GAP     GRMN     IT  GTES
## 1 46.80 21.31 126.8279 159.94 24.48 39.74297 7.616113 78.43140 274.75  9.75
## 2 45.96 22.22 124.6746 161.46 26.13 39.65473 7.661500 77.81217 274.96  9.84
## 3 50.33 24.16 126.2100 164.67 27.31 40.22829 7.933830 79.92705 281.39 10.12
## 4 50.16 23.18 125.1895 165.08 25.46 38.44585 7.616113 77.89790 278.67  9.92
## 5 50.09 23.43 123.7852 165.71 25.13 39.03706 7.452717 76.50704 276.69  9.76
## 6 54.66 23.95 126.8840 166.92 25.38 40.13123 7.815821 78.46951 284.36 10.09
##         GE GEHC GEV      GEN   GNRC       GD      GIS       GM        G
## 1 39.79367   NA  NA 19.56193 181.58 210.9269 73.78311 34.31293 42.20707
## 2 39.86789   NA  NA 19.57146 180.22 209.2428 73.13588 33.98977 41.35323
## 3 39.86171   NA  NA 19.98159 187.37 210.9460 73.90504 34.51857 43.09973
## 4 38.79187   NA  NA 19.42840 174.16 205.1856 72.89201 32.56986 42.82806
## 5 38.28480   NA  NA 19.20903 178.14 203.0230 71.86021 31.42414 42.46906
## 6 39.32988   NA  NA 19.57146 177.38 211.0226 73.61427 32.18795 43.31319
##       GNTX      GPC     GILD  GTLB      GPN   GFS   GLOB        GL  GMED  GDDY
## 1 23.92123 141.6943 57.67143 47.32 109.7803 52.80 191.57  97.39083 58.35 69.63
## 2 24.08587 141.2287 57.93971 50.50 106.0296 52.88 189.48  96.84998 58.06 70.70
## 3 24.39577 145.0578 59.14236 52.88 108.7199 52.45 197.27  99.24935 59.73 72.01
## 4 23.42731 142.2359 58.34676 52.53 107.5515 50.13 187.14  98.57082 59.51 72.09
## 5 23.08834 141.8749 57.07011 51.22 106.0885 48.35 187.08  98.03983 59.57 70.88
## 6 23.71785 145.2859 57.65292 51.22 108.7297 49.83 190.17 100.39003 60.85 72.31
##         GS      GGG GRAL  LOPE      GPK    GO  GWRE   GXO      HAL      THG
## 1 278.3709 59.45173   NA 79.96 19.08406 34.26 61.20 35.40 22.46757 121.1072
## 2 275.3096 58.54459   NA 81.00 19.05499 33.37 61.75 35.99 22.90131 122.7860
## 3 284.2006 59.98821   NA 82.41 19.51030 34.11 61.98 37.59 23.84589 124.1991
## 4 279.7787 58.77869   NA 83.16 19.09374 33.15 62.66 35.92 23.74951 123.2886
## 5 276.8875 58.47631   NA 82.25 19.12280 33.29 61.58 35.06 23.73023 121.5340
## 6 282.6510 59.82238   NA 82.25 19.42311 33.13 62.76 36.83 25.42662 124.5026
##        HOG      HIG      HAS   HCP HAYW      HCA       HR      DOC      HEI
## 1 35.78815 58.08485 64.54314 28.93 9.00 184.0678 18.39091 20.86297 144.3903
## 2 35.76887 59.36861 63.01849 29.72 9.14 181.1874 17.98491 20.29333 142.4447
## 3 35.86528 60.41285 62.96404 32.83 9.32 186.7220 18.48593 20.77397 144.4601
## 4 34.56371 60.02006 61.61184 32.49 8.93 184.5003 17.77759 20.09752 143.4125
## 5 33.62852 59.33986 61.18528 32.19 8.87 180.6762 18.01082 20.40014 143.6520
## 6 34.81439 60.90143 62.60103 31.70 9.41 189.9858 18.34772 21.14779 147.3635
##       JKHY      HSY       HES      HPE      HXL     DINO      HIW      HLT
## 1 178.7651 213.8727  98.26617 11.32659 51.53578 44.46828 22.40420 116.6238
## 2 178.1218 211.6267  98.60758 11.35488 51.67358 47.17123 22.50600 117.3087
## 3 180.0613 216.2811 105.64053 11.58123 52.91374 50.56391 23.60033 122.7687
## 4 178.3947 213.8918 106.45992 11.43033 51.43736 49.90216 22.61628 120.9718
## 5 177.6443 210.7092 106.31358 11.29830 50.90586 50.18176 22.87078 119.7409
## 6 182.0106 214.6181 113.93181 11.66611 52.61847 51.86879 22.88774 120.8825
##    HOLX       HD      HON      HRL      HST      HLI      HHH      HWM      HPQ
## 1 63.66 252.9647 162.9210 44.12567 14.05192 73.74509 53.02193 30.81712 23.27282
## 2 63.71 254.9669 162.9210 43.69251 14.26922 72.13065 51.59199 30.87669 23.29147
## 3 65.23 267.7774 166.5230 44.19159 14.98449 73.63939 53.53670 31.62130 23.87888
## 4 65.00 264.1145 162.9210 43.22168 14.40080 73.24538 52.29742 30.71784 23.34741
## 5 64.52 261.8466 159.9514 42.78853 14.48288 72.43816 52.80267 30.70790 23.23552
## 6 66.12 269.2103 165.7662 43.50419 14.92977 73.69704 54.00381 31.85958 24.13996
##       HUBB   HUBS      HUM     HBAN      HII      HUN        H   IAC      IBM
## 1 213.4127 272.62 475.1194 11.75802 217.3995 22.23586 77.58200 52.82 111.7336
## 2 210.7243 275.79 479.7265 11.62245 215.5212 22.34703 80.00489 52.99 111.4864
## 3 215.4606 283.99 486.1254 11.99300 215.9525 22.93072 82.84483 56.47 112.4205
## 4 213.8397 274.35 484.1908 11.90262 214.0167 22.74542 80.76947 56.47 111.3856
## 5 216.4311 270.12 478.4030 11.91166 212.2630 22.73616 80.39215 55.38 108.8032
## 6 220.4200 284.53 492.5325 12.17375 217.6103 23.68118 81.83198 54.20 111.2758
##        IDA      IEX   IDXX      ITW     ILMN  INCY  INFA       IR     INGR
## 1 99.26384 194.8461 331.22 178.7711 179.1051 66.18 19.82 43.22111 74.52323
## 2 96.83453 193.7822 329.73 175.2098 181.7510 66.44 20.33 42.83200 78.10835
## 3 98.24146 198.0867 334.03 179.9455 195.8074 67.66 20.77 44.00930 78.19325
## 4 94.43336 195.4611 331.81 176.7919 188.5311 66.61 20.42 43.59026 77.44793
## 5 92.86698 195.0707 325.80 173.6864 185.5934 66.64 20.07 43.16124 75.96672
## 6 95.89657 200.1853 336.68 179.7436 182.1401 68.83 20.91 44.92720 77.08943
##     INSP   PODD     INTC     IBKR      ICE      IFF       IP      IPG  ITCI
## 1 172.85 231.59 25.66001 63.12527 89.03333 90.45289 28.71423 23.46341 42.70
## 2 174.47 230.59 25.58389 63.04614 88.94585 88.31087 28.83173 23.57460 44.58
## 3 180.16 236.14 25.81223 64.54959 90.45258 89.50401 29.56382 24.28815 45.36
## 4 177.12 231.18 25.09866 63.65940 88.21678 86.03735 29.00345 23.76921 45.25
## 5 177.37 229.40 24.51830 63.21429 87.82794 85.33275 28.65097 23.72287 46.53
## 6 182.43 232.97 25.66001 63.00657 90.22900 87.19289 29.41017 24.18621 47.76
##       INTU   ISRG      IVZ     INVH  IONS  IPGP    IQV     IRDM      IRM
## 1 390.5156 187.93 13.41970 32.24054 41.75 84.17 186.08 42.48087 41.46706
## 2 395.4193 186.38 13.17521 31.83671 42.27 85.32 182.89 42.66612 40.41023
## 3 403.8256 192.40 13.33820 32.39080 44.42 87.03 185.69 44.17738 41.63393
## 4 391.5122 189.06 12.79489 31.81793 44.28 85.92 181.61 43.49488 40.61418
## 5 382.1489 187.44 12.40552 31.71462 44.23 84.35 181.14 43.26088 40.76250
## 6 391.5023 193.36 12.99410 32.80402 44.99 88.11 186.20 44.85987 42.31068
##        ITT      JBL        J      JHG   JAZZ     JBHT      JEF      JNJ
## 1 65.04032 55.79164 109.9548 19.28142 127.28 158.9653 26.19899 156.1278
## 2 64.74700 57.04338 107.4862 18.98684 126.59 159.8488 26.06450 155.4117
## 3 66.55585 59.72567 108.6468 19.40639 128.94 163.7755 26.65626 156.7497
## 4 64.34612 58.73223 107.2276 19.20108 132.42 162.2539 26.09140 155.0254
## 5 63.88659 57.33147 106.9220 18.12989 133.29 153.5561 26.45004 153.9230
## 6 66.63409 58.39446 110.5488 18.70119 135.45 159.0634 27.50805 153.7722
##        JCI    JLL       JPM     JNPR      KBR        K     KMPR KVUE      KDP
## 1 47.64160 151.59 100.99742 24.59555 43.15310 63.65771 40.26045   NA 35.46077
## 2 47.26760 151.51 100.10842 24.64291 42.87838 62.84595 39.85975   NA 34.21470
## 3 49.17595 154.88 102.13233 25.26798 43.09423 63.49186 40.88057   NA 34.78541
## 4 47.44021 148.64 100.40161 24.72815 42.16210 62.42697 40.26999   NA 34.54631
## 5 47.20047 151.07  98.83163 24.73762 42.40740 60.80346 39.36365   NA 34.25938
## 6 49.39651 157.96 101.88643 25.16380 44.44829 62.03419 40.27953   NA 35.26363
##        KEY   KEYS      KRC      KMB      KIM      KMI     KNSL   KEX      KKR
## 1 14.28383 155.56 36.71327 110.4214 16.35150 14.18750 247.6709 58.74 42.82929
## 2 14.15963 156.91 36.37815 108.9433 16.46027 14.39912 244.6302 59.37 43.09416
## 3 14.34594 159.55 38.31831 108.9340 16.89535 14.84882 255.3972 61.55 44.16342
## 4 14.22173 158.82 37.11278 106.8888 16.38776 14.74301 257.9294 60.25 42.47615
## 5 14.21286 157.36 37.60392 104.6205 16.68687 14.67247 254.6395 60.77 42.18185
## 6 14.61209 162.42 38.72909 106.0521 16.98598 15.07808 260.3022 65.54 43.13340
##       KLAC      KNX      KSS      KHC       KR   KD      LHX       LH     LRCX
## 1 297.0933 47.70036 21.52966 31.15755 42.93765 8.96 206.1557 176.1363 363.0331
## 2 301.8006 48.14077 21.66453 30.14214 42.26019 8.64 203.1829 172.9639 368.1740
## 3 308.9547 48.83562 22.33048 30.75504 43.36702 8.88 205.1042 177.4671 373.0120
## 4 304.0809 48.71818 21.36106 30.70016 42.63232 8.52 200.1145 174.1023 362.1632
## 5 296.1733 47.88631 21.20089 30.50805 41.74494 8.27 198.6615 171.4321 357.7162
## 6 309.7767 48.83562 21.95114 31.06607 41.74494 8.32 207.8093 177.2830 380.8602
##       LAMR       LW     LSTR      LVS  LSCC      LAZ      LEA      LEG     LDOS
## 1 74.67934 75.52591 139.4014 38.83178 47.93 29.38376 118.7263 29.88813 86.04104
## 2 74.93253 75.03973 138.0424 38.89053 49.01 28.50091 120.3495 29.92398 85.85607
## 3 77.67231 76.81920 140.7699 38.88074 51.19 29.14298 122.2113 31.08007 86.56669
## 4 75.86386 75.92461 140.4711 37.72538 50.21 28.40281 116.6258 30.03152 85.75873
## 5 74.58894 75.24392 139.1411 36.73648 49.21 28.38498 114.2771 29.77163 85.14547
## 6 76.03567 74.51463 142.6782 37.79392 50.97 28.90220 117.5615 30.49755 88.37724
##        LEN      LII LBRDA LBRDK LBTYA LBTYK    FWONA    FWONK LLYVA LLYVK   LNW
## 1 71.64194 215.5140 77.00 76.22 15.98 16.85 51.43419 57.03048    NA    NA 41.14
## 2 71.41836 216.4629 76.39 75.95 15.82 16.81 51.67976 57.47296    NA    NA 43.27
## 3 75.31639 226.3430 78.80 78.41 16.25 17.18 51.61100 57.35497    NA    NA 45.24
## 4 72.87650 217.6661 76.87 76.22 15.80 16.74 50.73674 56.39135    NA    NA 43.94
## 5 72.46822 217.8226 74.60 73.80 15.59 16.50 51.59135 57.52213    NA    NA 42.88
## 6 75.97740 223.7800 78.74 77.83 16.51 17.47 53.79175 60.22615    NA    NA 43.68
##        LLY     LECO      LNC      LIN      LAD     LFUS   LYV      LKQ LOAR
## 1 302.1803 123.0560 38.73499 257.3868 219.7735 192.8827 73.78 44.79515   NA
## 2 305.7179 122.0559 38.36533 258.3122 222.4725 193.2454 75.03 45.05276   NA
## 3 328.5952 124.1921 39.95839 264.3998 228.3532 199.3125 77.77 45.97823   NA
## 4 324.3008 123.9970 39.17506 262.6076 212.4250 199.8319 75.26 45.04321   NA
## 5 317.7560 122.6121 38.64698 262.5881 211.3415 194.7450 76.04 44.98597   NA
## 6 315.9871 124.1336 40.24003 268.6564 216.7395 203.1742 78.36 46.38850   NA
##        LMT        L      LPX      LOW     LPLA  LCID   LULU  LITE  LYFT
## 1 386.7776 49.29188 47.00523 178.5948 212.8230 14.06 294.66 68.66 13.52
## 2 379.2726 49.73845 47.80160 180.1789 216.2774 14.41 299.19 70.02 14.16
## 3 379.5193 50.53235 50.18100 186.7651 219.9792 15.22 309.34 70.83 14.50
## 4 369.8320 50.38350 49.48175 182.8576 214.2582 14.19 300.22 69.49 13.48
## 5 366.5112 49.46058 49.71482 180.3134 216.2477 13.97 279.56 68.57 13.17
## 6 379.2726 51.12779 50.92880 186.1795 223.2652 14.09 292.10 70.94 12.95
##        LYB      MTB  MTSI        M     MSGS   MANH      MAN CART      MRO
## 1 64.93440 164.6771 52.39 14.05514 132.8898 130.55 60.85403   NA 20.42835
## 2 65.90572 164.8445 53.06 14.61882 133.7973 131.20 60.27994   NA 20.71894
## 3 67.90231 166.5645 54.28 15.27492 134.5997 134.23 61.08553   NA 21.95878
## 4 67.28176 162.5573 53.01 14.63731 131.6671 134.23 59.80770   NA 22.08470
## 5 67.70445 163.9333 51.79 14.48021 130.5400 133.03 59.90030   NA 21.87160
## 6 70.34860 168.3032 54.18 14.86833 135.5071 135.59 62.59484   NA 24.18662
##        MPC     MKL     MKTX      MAR      VAC      MMC      MLM     MRVL
## 1 85.69711 1069.89 220.2209 133.4375 114.9050 144.9470 311.9812 42.21875
## 2 88.86503 1081.58 214.0360 135.8472 115.6313 144.9373 307.1823 43.00150
## 3 95.79431 1102.10 218.0420 140.8822 118.5839 146.6570 315.6150 44.14094
## 4 94.46396 1101.49 219.4490 137.6399 117.2632 146.3655 318.3600 42.47637
## 5 95.06693 1084.22 217.3874 137.2774 114.9521 145.0442 318.0441 42.51600
## 6 98.37843 1129.18 226.2787 137.9239 116.8859 150.4752 322.4876 44.09140
##        MAS   MASI   MTZ       MA     MTDR  MTCH   MAT      MKC      MCD
## 1 43.85243 140.07 71.76 286.6110 44.34198 46.34 19.71 72.21897 232.8126
## 2 44.13131 140.01 70.16 283.0248 44.61540 47.07 19.41 71.34689 226.0696
## 3 46.98749 144.33 70.78 286.6802 47.75967 48.56 19.57 71.91232 226.2989
## 4 45.46804 142.42 65.60 283.3113 48.00379 48.25 18.75 70.44608 223.8729
## 5 44.90065 141.16 63.50 280.9106 47.76943 47.75 18.94 68.29944 220.3773
## 6 46.67013 144.54 66.89 286.9766 52.55419 50.28 19.08 69.39194 224.7707
##        MCK      MDU      MPW   MEDP      MDT      MRK     META      MET     MTD
## 1 339.2227 18.34258 9.667828 147.71 76.65531 81.71864 135.9606 57.07782 1117.85
## 2 337.8277 18.05989 9.595439 148.53 76.24061 81.39623 133.9965 56.98402 1104.28
## 3 345.2181 18.38203 9.675869 156.41 77.84288 82.28757 141.1849 58.01567 1109.10
## 4 338.3521 18.22424 9.201326 156.14 77.54128 82.15484 136.0005 57.27477 1096.88
## 5 336.2448 17.98099 9.539138 157.17 76.10865 81.66175 135.2727 57.00278 1084.12
## 6 343.0415 18.59899 9.289801 160.80 77.94656 83.01773 138.1939 58.72844 1133.36
##        MTG      MGM     MCHP       MU     MSFT   MSTR      MAA   MIDD     MKSI
## 1 12.23700 29.98753 59.07693 48.24271 233.4259 20.018 142.5507 123.88 80.84747
## 2 12.23700 29.97753 60.08622 49.92054 232.4035 20.607 140.0099 123.99 82.41904
## 3 12.46502 30.61748 61.42233 50.33507 236.9845 22.047 143.9550 129.45 84.51120
## 4 12.41751 29.98753 59.58639 49.35798 233.4750 21.182 141.9316 130.25 83.52898
## 5 12.18000 29.71755 58.66361 49.44680 228.9530 21.226 143.2713 128.17 81.17162
## 6 12.73104 30.60748 61.19163 51.04568 236.6601 22.452 146.5234 130.63 84.04955
##     MRNA   MHK    MOH      TAP     MDLZ    MDB     MPWR   MNST      MCO
## 1 119.69 89.41 326.82 44.80006 55.63417 189.69 361.7416 43.955 245.8261
## 2 122.23 91.25 328.20 44.89439 54.90001 194.44 366.9706 43.675 245.2565
## 3 122.15 94.60 333.60 45.58304 55.43394 201.31 373.5388 44.700 247.4563
## 4 118.07 91.99 331.10 45.44154 54.39254 194.82 360.5343 44.005 242.1336
## 5 118.25 91.19 329.84 45.27174 52.62650 198.56 358.5609 43.480 238.7456
## 6 120.99 93.67 339.33 45.82832 54.08541 194.07 371.9797 44.535 246.3662
##         MS     MORN      MOS      MSI    MP      MSA      MSM     MSCI     MUSA
## 1 73.95512 208.4798 44.22026 220.5294 27.97 110.0758 66.85739 411.5073 264.2161
## 2 73.69550 207.2657 46.05524 220.3829 27.81 107.5563 67.18247 407.7321 267.6346
## 3 75.54066 212.5073 47.19616 224.2503 28.78 109.8707 69.28165 419.7030 274.9278
## 4 74.04784 210.7502 46.00771 220.0314 27.02 107.9664 68.06488 413.9132 274.9575
## 5 73.25971 209.5854 45.95067 218.7324 27.30 106.7165 67.62832 412.5146 272.4108
## 6 74.52999 211.1845 47.00602 223.6155 28.92 110.7886 69.28165 422.0893 280.7642
##       NDAQ  NTRA      NFG      NSA  NCNO     NTAP   NFLX   NBIX      NFE
## 1 54.87494 42.55 58.64907 36.74993 34.12 59.48078 224.07 100.57 37.10942
## 2 55.25325 43.12 57.46659 35.99192 34.02 59.40479 224.36 101.36 37.77562
## 3 56.57250 46.05 59.30083 37.07097 35.45 60.51630 245.20 102.83 40.17936
## 4 55.39876 44.47 58.53629 35.92057 34.84 59.79429 239.71 102.76 40.08483
## 5 54.98164 43.82 57.73892 37.07989 34.11 58.75876 235.44 106.21 39.35110
## 6 56.58220 44.07 59.83084 37.48118 34.51 60.93431 239.04 106.72 41.88088
##        NYT      NWL      NEU      NEM     NWSA      NWS     NXST      NEE
## 1 27.32718 13.10783 281.1445 37.84179 14.76023 15.07173 158.7169 76.81231
## 2 27.79681 13.05279 281.1733 37.54345 14.67191 14.99318 157.2608 76.74606
## 3 28.55998 13.23625 288.4789 39.33346 15.09391 15.39575 159.0903 77.96710
## 4 28.00228 12.81430 285.3301 38.93258 14.77005 15.04227 155.6273 75.69540
## 5 28.12948 12.74092 288.7957 39.18429 14.82893 15.14046 155.7393 74.21877
## 6 28.89264 12.79595 292.5972 40.75054 15.33926 15.61176 161.2371 76.85017
##        NKE       NI      NNN     NDSN      JWN      NSC     NTRS      NOC  NCLH
## 1 93.42397 25.40627 36.62379 207.9776 16.17287 204.7451 80.71897 459.4057 13.39
## 2 93.64765 24.93286 36.27354 205.3662 16.30152 203.8680 79.58443 459.1830 13.96
## 3 95.99152 25.26703 37.11774 210.7358 16.55882 206.6137 81.30482 468.4316 14.64
## 4 92.71400 24.10672 35.10603 209.0730 15.55720 204.5449 80.22609 455.6384 13.86
## 5 80.83907 23.38268 35.79756 207.6157 15.37341 199.8734 79.56583 455.4835 11.36
## 6 83.05650 24.14385 35.77062 213.8069 15.93395 206.6900 82.03948 470.3879 11.40
##        NOV      NRG   NU      NUE  NTNX      NVT     NVDA     NVR   ORLY
## 1 14.31252 36.80162 4.51 100.5677 20.28 30.19455 12.21683 3951.54 693.72
## 2 14.47826 36.80162 4.56 102.4158 20.61 29.92261 12.40166 3917.75 693.19
## 3 14.82925 37.60511 4.81 104.0013 21.39 30.71899 12.72436 4098.03 717.63
## 4 15.34598 36.60542 4.44 102.8970 21.12 30.63158 12.20883 3987.16 711.76
## 5 15.77496 35.75522 4.40 104.5584 20.83 30.69957 12.12791 3987.08 703.35
## 6 16.72068 36.75491 4.73 111.7315 21.33 31.65134 12.50057 4133.14 718.19
##        OXY      OGE  OKTA     ODFL      ORI      OLN  OLLI      OHI      OMC
## 1 56.42696 35.48957 52.84 122.7800 19.01212 41.31448 58.02 24.31133 58.09755
## 2 57.06064 34.75173 54.07 123.7062 19.17971 41.16900 56.55 24.10095 58.95138
## 3 59.86834 35.37116 55.65 126.8912 19.57076 41.77029 56.71 25.03503 60.52766
## 4 60.55077 34.08676 56.80 125.9005 19.62662 40.93624 51.47 24.21876 59.54248
## 5 59.90734 33.21227 56.87 123.2208 19.48696 41.58603 51.60 24.81624 59.19532
## 6 62.45181 34.05031 57.82 129.7095 19.92455 43.74873 52.86 24.91722 59.64569
##      ON      OMF      OKE  ONTO     ORCL      OGN      OSK     OTIS      OVV
## 1 62.70 24.17961 45.23648 65.85 61.56778 22.40113 68.22093 63.35941 38.08911
## 2 64.29 24.06372 45.59422 65.72 60.56833 21.60840 67.97963 63.12679 39.22723
## 3 65.50 24.88323 47.34715 66.17 61.19905 21.83108 69.65909 63.74709 42.40448
## 4 62.94 24.58522 46.48857 65.17 59.57859 20.97601 68.62631 62.51616 43.17271
## 5 62.33 24.43622 45.82675 64.05 59.25838 20.84240 67.84451 61.83769 43.62796
## 6 64.79 25.72757 47.89270 68.43 61.20876 21.43917 70.25752 63.42725 47.64932
##         OC     PCAR      PKG PLTR   PANW    PARAA     PARA       PK       PH
## 1 72.47905 50.76702 104.7609 7.53 163.17 21.44424 18.73354 9.220887 233.1586
## 2 74.04335 50.74256 105.1042 7.63 163.66 21.03927 18.48579 9.253790 231.5166
## 3 78.10859 52.19216 107.4421 7.94 166.80 21.56958 18.89553 9.706197 240.8049
## 4 75.52073 51.91081 105.9670 8.08 165.58 20.72108 18.05700 9.261639 238.5800
## 5 75.90698 51.18907 105.3291 8.13 163.79 20.76929 18.14276 9.269873 235.4223
## 6 79.02592 52.89556 107.8711 8.24 169.69 21.49245 18.69542 9.475686 245.0895
##     PSN     PAYX     PAYC  PYCR   PCTY  PYPL     PEGA  PENN       PAG      PNR
## 1 39.23 107.3728 317.3275 27.59 232.48 84.26 31.72099 26.13  92.55088 39.43905
## 2 39.04 106.6949 324.6049 28.69 241.44 85.75 31.99950 26.53  96.67321 39.62348
## 3 40.04 110.5175 337.9435 30.04 251.47 91.12 33.71039 27.96 102.58826 40.58446
## 4 39.33 106.7608 330.6760 30.00 246.39 88.70 32.85495 27.30  93.19322 39.73026
## 5 39.20 105.6498 326.2858 29.56 241.58 86.07 31.99872 27.51  94.36281 39.43905
## 6 40.68 108.1449 332.8612 30.37 243.68 87.18 32.51644 28.10  97.12379 40.58446
##      PEN      PEP  PFGC       PR     PRGO      PFE      PCG       PM      PSX
## 1 182.52 159.0272 43.64 5.737183 35.10558 39.78510 12.72778 80.94756 69.03292
## 2 184.24 156.7237 43.53 5.895257 33.71664 40.02110 12.38837 79.23573 70.95050
## 3 193.23 159.2349 44.63 6.276497 34.12680 40.32972 12.69783 79.53622 75.77239
## 4 191.82 157.2901 43.31 6.239302 33.51156 40.08464 12.35842 78.38892 75.05561
## 5 189.60 154.1275 42.95 6.322989 33.24124 39.72155 12.47821 75.58445 75.13939
## 6 195.57 156.0062 44.16 6.955287 34.05222 40.06648 13.08715 77.42374 78.73254
##     PPC     PNFP      PNW  PINS  PLNT     PLTK      PNC      PII     POOL
## 1 23.18 79.74595 63.51882 22.81 56.57 9.253038 136.4491 93.34848 304.2423
## 2 23.39 78.95542 62.22419 22.64 57.69 9.185709 135.7977 94.86495 309.8409
## 3 23.62 80.62431 62.88974 23.84 58.80 9.570451 139.0636 98.72248 321.0282
## 4 23.23 79.13109 60.37342 23.19 56.96 9.310750 138.2746 92.55233 307.9974
## 5 23.02 79.15060 58.81439 23.30 57.66 9.031812 137.0729 90.65672 310.3676
## 6 23.20 81.52220 60.20019 23.70 58.36 9.570451 141.0909 92.88406 319.6725
##       BPOP  POST      PPG      PPL     PINC      TROW      PRI      PFG  PCOR
## 1 67.51073 82.67 106.8762 25.60352 30.88665  98.33000 119.0576 66.56533 49.02
## 2 67.36086 81.75 106.7705 25.24041 30.74714  97.67129 118.6781 66.68663 50.52
## 3 68.39114 83.05 108.9239 25.47317 31.16566 100.29695 121.3250 68.03026 52.50
## 4 67.60438 82.78 107.2992 24.16041 31.42608  98.24765 120.8481 66.63998 50.45
## 5 67.49199 81.91 106.4147 23.60178 31.56557  96.07027 120.1280 67.32113 49.48
## 6 68.99057 83.99 109.7796 24.26282 32.02130  99.46442 123.7479 70.49357 51.01
##         PG      PGR      PLD       PB      PRU    PTC      PSA      PEG
## 1 128.9791 117.7303 98.30473 63.29314 79.06568 105.17 268.7115 56.60304
## 2 125.4341 117.9482 96.53039 62.16607 78.92085 104.24 265.6347 55.44865
## 3 125.4341 117.8987 98.08764 63.04165 79.95285 106.19 270.3285 55.74656
## 4 122.3168 117.2451 95.50167 62.24058 78.12422 105.67 265.6347 52.99089
## 5 119.9883 115.0862 95.88862 62.11018 77.65347 104.60 270.5502 52.34851
## 6 122.1362 119.3347 98.49345 63.62847 80.74042 107.48 271.6036 53.91254
##        PHM  PSTG      PVH     QGEN  QRVO     QCOM      PWR   QS      DGX  QDEL
## 1 37.25134 26.09 45.92147 39.72531 81.54 114.2341 125.2938 9.01 118.1213 72.20
## 2 36.88777 26.86 46.20050 39.66712 82.26 114.8065 125.1045 9.11 117.2680 69.86
## 3 38.75476 27.66 48.04412 40.32662 82.67 113.4614 129.7380 9.23 120.0101 73.34
## 4 37.47734 27.44 46.29019 39.97747 81.79 109.5595 127.4760 8.36 119.4827 71.98
## 5 36.84846 27.37 44.64587 40.03566 79.41 107.7850 127.0075 8.41 117.6323 71.48
## 6 38.56806 27.71 46.62902 40.74366 82.32 111.8300 130.9556 9.09 120.9194 72.86
##     RCM       RL      RRC      RJF      RYN      RTX      RBC        O      RRX
## 1 18.41 79.95048 23.22847 97.63103 28.22403 77.16167 207.9802 54.71295 132.4470
## 2 18.34 81.43598 23.17955 96.91388 28.24254 77.07603 210.2265 53.44619 133.4276
## 3 19.08 84.74027 24.30477 97.85393 28.39065 79.26463 214.2300 54.23679 140.0863
## 4 18.55 83.80874 24.04059 95.24696 27.56680 78.35113 210.7400 52.06264 138.1300
## 5 18.53 81.56155 24.71572 96.10275 27.74267 77.89436 207.8100 52.51198 137.9825
## 6 18.85 83.41501 25.77245 98.63126 28.52951 79.08382 214.0000 53.43229 141.9639
##        REG   REGN       RF      RGA       RS      RNR   RGEN      RSG      RMD
## 1 49.02189 686.10 18.84240 117.2395 163.9218 130.0989 179.33 136.3542 211.0764
## 2 48.55273 695.01 18.58740 116.0212 167.4035 134.7692 180.96 134.9232 208.3484
## 3 50.00619 705.42 18.63293 120.0980 171.3216 136.9664 188.77 136.3347 214.6582
## 4 48.91150 691.82 18.09562 119.6280 169.1104 143.1738 191.06 133.8036 214.3736
## 5 49.53704 688.87 18.27776 120.6832 169.1492 138.3262 187.11 132.9097 214.2166
## 6 49.95100 735.13 18.68757 124.2612 176.5975 135.1929 197.87 136.0947 220.0553
##       RVTY     REXR     REYN     RH   RNG      RBA     RITM  RIVN      RLI
## 1 119.9988 51.67280 25.52793 240.62 40.54 59.33649 6.057950 33.85 94.40990
## 2 117.5009 49.74851 24.85269 248.05 40.61 60.06542 5.929399 33.79 93.50096
## 3 120.4168 50.01263 25.29347 259.03 42.72 61.58007 6.122224 35.08 94.97913
## 4 120.7750 48.07209 24.59947 250.51 40.49 60.55767 5.824952 32.31 95.51165
## 5 119.7500 49.34364 24.39315 246.07 39.96 59.14716 5.881193 32.91 93.99676
## 6 123.9397 51.03271 24.62761 254.26 39.71 59.74356 5.964378 31.89 94.91487
##        RHI  HOOD  RBLX  RKT      ROK ROIV  ROKU      ROL      ROP     ROST
## 1 69.72063  9.24 35.55 6.72 207.8450 2.95 58.18 33.70481 372.6672 81.13651
## 2 69.93852  9.61 36.59 6.56 204.6707 3.11 58.89 33.42257 362.6159 82.57472
## 3 72.53446 10.01 38.04 6.71 209.6878 3.33 61.11 33.96760 366.2035 85.12827
## 4 72.00390  9.77 35.38 6.47 208.1923 3.17 56.78 34.20118 362.4677 82.21272
## 5 72.47762 10.10 35.84 6.32 207.5459 3.22 56.40 33.75348 355.4407 82.44752
## 6 72.93239 10.10 36.41 6.58 217.7056 3.36 59.56 34.43477 367.8936 84.10098
##        RCL     RGLD     RPRX      RPM    RYAN        R     SPGI   SAIA     SAIC
## 1 43.93732 84.22616 37.84465 81.78770 38.2337 63.06358 309.7989 185.48 86.45638
## 2 45.65331 84.42099 38.17679 81.53703 39.2435 72.32731 307.6775 192.26 86.21291
## 3 47.27951 90.44129 39.15422 82.42403 39.2831 72.92467 309.1507 199.23 87.94633
## 4 43.53825 90.51923 38.27169 81.00674 40.3226 70.24131 304.8882 194.65 86.36874
## 5 37.81163 91.39600 38.12934 80.32220 40.2137 71.57824 299.8988 190.00 86.11554
## 6 37.50236 93.96778 38.13883 83.54242 40.7384 73.38927 309.1703 198.25 88.67670
##        CRM      SLM   SRPT     SBAC  HSIC      SLB     SNDR      SMG      SEB
## 1 145.6733 13.20259 106.15 277.7248 66.88 32.49661 20.40694 45.35009 3393.152
## 2 148.2319 13.18361 108.33 275.5241 66.12 32.61178 20.44582 44.10159 3372.953
## 3 149.5063 13.51581 109.91 282.6010 66.93 34.01299 20.81509 44.17503 3407.777
## 4 146.1611 13.38293 109.63 273.6434 66.55 34.52165 20.47497 40.50295 3446.382
## 5 143.2043 13.27853 110.54 275.9507 65.77 34.45448 19.72671 39.24527 3385.559
## 6 147.2463 13.89547 109.94 280.0999 68.07 36.75783 20.64989 40.14493 3466.849
##        SEE SEG     SEIC      SRE       ST     S      SCI    NOW SN      SHW
## 1 42.50429  NA 49.54128 74.24950 36.62472 25.27 55.98244 370.10 NA 205.0910
## 2 42.57143  NA 48.80287 72.79502 36.62472 25.76 55.28593 378.95 NA 204.6592
## 3 43.53069  NA 49.68701 74.13144 37.80585 26.53 56.54352 388.85 NA 209.0849
## 4 42.61939  NA 49.12349 71.53415 36.81018 26.01 56.10820 385.50 NA 203.9527
## 5 42.69613  NA 47.65639 70.80692 36.39045 25.56 55.85669 377.61 NA 200.9205
## 6 43.38679  NA 48.98747 73.25308 37.57158 26.03 57.41417 391.71 NA 210.3704
##    FOUR     SLGN      SPG      SSD     SIRI   SITE   SKX     SWKS  SMAR
## 1 42.09 40.82435 77.77451 75.73089 56.68003 103.35 32.95 88.13512 31.50
## 2 44.12 40.20375 79.26127 76.43893 56.77760 102.19 33.34 88.50524 32.35
## 3 45.81 41.18315 82.37723 78.64172 58.04581 105.57 34.39 88.22053 34.75
## 4 44.61 40.62072 79.35028 77.30431 56.38737 101.37 34.10 84.70917 34.30
## 5 44.61 40.76618 79.90227 77.09780 55.70447 104.14 31.72 80.92259 34.36
## 6 43.99 41.11527 80.99731 80.06763 57.16781 108.61 32.15 83.39954 35.46
##        SJM SW      SNA   SNOW SOFI SOLV      SON  SHC       SO     SCCO
## 1 130.8719 NA 195.9687 165.11 5.08   NA 52.28269 7.21 67.62275 39.42392
## 2 128.1235 NA 193.7686 169.86 5.08   NA 52.09656 7.15 66.30080 40.17905
## 3 130.5529 NA 197.3344 173.84 5.25   NA 53.48321 7.28 67.04034 41.16442
## 4 130.3841 NA 192.2891 170.34 4.84   NA 52.56188 7.09 64.13761 41.25651
## 5 128.8927 NA 190.9519 169.96 4.88   NA 52.79454 6.82 62.86188 41.29335
## 6 130.9094 NA 196.2722 172.51 5.13   NA 53.78101 7.37 64.46117 43.96397
##        LUV  SWN      SPB   SPR  SPOT     SSNC     STAG      SWK     SBUX
## 1 29.98088 6.01 39.98152 22.91 89.14 47.25350 26.61791 73.23812 80.99089
## 2 30.10512 6.05 39.30354 23.10 89.50 46.47742 26.10338 72.15126 80.48476
## 3 30.99394 6.33 39.06482 23.83 92.88 47.16619 26.63630 73.93484 83.18732
## 4 30.23892 6.10 37.69932 22.12 86.84 47.04979 26.02916 71.72395 82.67164
## 5 29.47435 6.12 37.26961 21.92 86.30 46.32220 26.23216 69.86607 80.46566
## 6 29.83752 6.55 38.88338 22.89 89.00 47.98107 26.92417 73.41463 81.76442
##       STWD      STT     STLD  SRCL      STE       SF      SYK      SUI  SMCI
## 1 16.62713 58.20768 67.59861 43.48 160.9451 51.12342 198.8734 132.2057 52.15
## 2 16.42226 56.97120 68.64635 42.94 157.6301 50.93191 198.3059 129.6453 53.50
## 3 16.65991 58.78409 70.47019 43.68 159.6701 51.65008 201.3781 131.9412 55.65
## 4 15.48490 57.38026 68.92043 43.02 163.8972 49.83074 201.7266 127.4915 54.45
## 5 15.29187 57.11727 69.15435 42.11 163.0832 49.70626 198.8403 128.6705 55.07
## 6 15.58562 59.27760 73.48199 43.06 166.8004 51.26706 206.0070 131.1045 57.07
##        SYF   SNPS      SNV      SYY     TMUS   TTWO      TPR     TRGP      TGT
## 1 26.72673 303.34 34.30513 69.75048 130.2977 109.57 26.75345 54.67303 140.0327
## 2 26.63199 306.09 34.06633 69.14410 130.6522 109.90 27.12724 55.55116 139.8066
## 3 27.46572 313.16 34.83785 69.88313 133.4488 114.19 27.94021 58.31916 146.7748
## 4 27.32361 309.22 34.22247 67.72296 132.5823 108.58 26.99641 58.03283 142.9329
## 5 26.70778 305.51 34.45210 66.99343 132.1195 109.00 26.56656 57.59377 139.7313
## 6 28.28997 316.98 35.49916 68.30088 136.7772 113.36 27.72529 60.11360 142.9329
##        SNX      FTI    TDY      TFX      TPX   THC   TDC      TER   TSLA
## 1 81.80634 7.972197 348.54 201.8717 24.01941 50.67 30.26 76.55527 276.01
## 2 82.05894 8.338166 343.76 199.5303 24.15644 49.62 30.65 77.70544 282.94
## 3 83.04996 8.387621 350.00 205.4480 25.10586 52.88 31.53 78.28051 287.81
## 4 80.77647 8.338166 344.18 201.5062 23.83344 53.05 31.45 76.51562 268.21
## 5 78.88191 8.367840 337.47 199.0265 23.62790 51.58 31.06 74.51274 265.25
## 6 81.54401 8.832719 347.60 205.9814 24.80244 53.65 31.38 78.02273 242.40
##       TTEK      TXN      TPL     TXRH      TXT      TMO     TFSL      THO
## 1 24.89311 151.0597 527.1802 81.52186 58.24038 511.6569 11.33429 66.11774
## 2 24.11041 151.2951 546.2991 82.83315 58.76929 506.0361 10.97301 68.87266
## 3 24.98416 153.2626 572.4402 86.41991 60.39595 515.1589 11.24187 71.68515
## 4 24.59669 149.1675 576.0630 85.84140 58.92896 513.9451 10.98141 66.13694
## 5 24.90085 145.7124 575.9107 84.13480 58.14058 504.5737 10.92260 67.17364
## 6 24.86017 150.4760 604.6765 83.99017 60.35603 520.2325 10.99821 66.92407
##        TKR      TJX      TKO  TOST      TOL    BLD      TTC      TPG     TSCO
## 1 57.36773 58.51275 64.91475 17.37 40.16888 155.12 84.01938 25.33688 179.4710
## 2 58.96396 58.76500 65.40383 17.95 39.88559 158.15 83.43632 25.53050 181.8627
## 3 59.10907 60.45315 65.96964 18.84 42.05424 167.97 85.42845 26.34187 185.4215
## 4 56.93239 59.51206 66.35324 17.47 41.03829 165.14 84.38865 25.71490 180.8212
## 5 57.11620 60.26881 67.29307 16.72 41.02852 164.78 84.03882 25.66880 179.2684
## 6 59.06070 61.02557 69.15353 16.61 42.68921 172.25 86.08926 26.26811 187.2153
##     TTD       TW       TT      TDG      TRU      TNL      TRV  TREX  TRMB  TRIP
## 1 57.45 58.55178 142.1178 512.5936 61.34378 32.46270 144.4809 42.97 55.44 21.84
## 2 59.34 57.53064 140.9309 512.9698 59.25846 32.58141 145.0949 44.12 55.25 22.29
## 3 62.96 58.08582 145.3866 521.0815 60.64208 33.49457 146.7066 46.60 56.92 22.99
## 4 60.80 57.18365 142.0011 511.5905 58.96198 32.65446 148.3951 44.41 55.26 22.37
## 5 59.75 55.93449 140.8822 506.2084 58.79396 31.15689 146.9753 43.94 54.27 22.08
## 6 61.13 57.08452 146.8946 523.1167 59.92063 32.34399 150.6880 46.28 56.22 22.00
##        TFC   DJT  TWLO    TYL      TSN   UHAL      USB        X  UBER       UI
## 1 38.68879 17.52 69.00 342.75 64.34475 49.867 37.11828 17.94820 26.89 277.6744
## 2 38.35020 16.92 70.11 341.75 63.98079 50.391 37.02788 18.38211 27.57 279.7730
## 3 39.42835 16.74 73.29 347.08 64.00880 51.311 37.44371 18.47087 28.04 290.3145
## 4 39.17886 16.27 70.59 347.70 62.38501 50.874 37.25166 18.28349 26.42 285.7482
## 5 38.79572 16.81 69.14 347.50 61.52646 50.922 36.87667 17.86931 26.50 285.2138
## 6 39.83823 18.05 69.63 349.20 62.26371 53.910 38.01991 19.12173 26.72 289.9162
##        UDR      UGI  PATH   ULTA  RARE  UAA   UA      UNP   UAL      UPS
## 1 37.58636 30.06026 12.75 387.66 39.96 7.58 6.78 191.6016 31.90 148.8399
## 2 37.26472 29.38114 13.44 394.11 40.29 7.75 6.85 188.1580 32.83 151.6188
## 3 38.32155 30.04239 12.94 409.21 41.27 7.93 7.00 192.5269 33.92 153.7812
## 4 37.75179 29.42582 12.57 404.76 40.55 7.37 6.50 190.0182 32.91 152.1250
## 5 38.33073 28.88967 12.61 401.19 41.41 6.65 5.96 185.8401 32.53 148.6466
## 6 38.74428 29.90836 12.75 404.75 41.93 7.03 6.34 191.0293 32.81 150.0729
##        URI   UTHR     UWMC      UNH     U     OLED      UHS      UNM  USFD
## 1 254.5527 203.30 2.747099 493.4698 32.61 94.76267 88.94961 36.14752 26.48
## 2 258.8995 205.89 2.694607 493.4795 32.79 95.04752 86.89137 35.94065 26.60
## 3 271.2057 211.08 2.668360 498.8863 34.43 95.86274 89.98863 36.69294 27.36
## 4 264.4799 207.94 2.510884 493.9260 31.77 94.66445 89.54333 36.48605 26.53
## 5 264.4505 209.38 2.563376 490.2470 31.86 92.67058 87.25751 36.48605 26.44
## 6 275.6993 213.93 2.694607 500.4104 33.94 95.40109 91.71042 37.14431 26.97
##        MTN       VLO      VMI      VVV   VEEV      VTR VLTO   VRSN     VRSK
## 1 188.9127  92.13287 254.1048 25.81180 157.99 38.32678   NA 173.38 171.2694
## 2 188.8756  95.21997 259.1755 25.64244 161.23 37.31114   NA 172.53 168.9091
## 3 194.8235 102.40123 266.2055 26.18040 164.72 38.08672   NA 177.29 171.5756
## 4 197.8437 100.93298 266.3236 25.50297 164.81 36.60941   NA 176.17 171.3978
## 5 199.7800 100.56591 264.4824 25.24396 164.88 37.51531   NA 173.70 168.4152
## 6 197.9734 105.70480 278.7985 25.78191 166.71 37.92624   NA 179.30 172.1978
##         VZ   VRTX       VRT VSTS      VFC     VTRS     VICI VKTX     VNOM
## 1 33.95910 276.78  9.768332   NA 32.19724 7.797817 27.44021 2.55 22.89041
## 2 33.92420 284.74  9.658576   NA 32.24320 7.752109 27.58420 2.60 23.25403
## 3 34.36036 292.41 10.317116   NA 30.02746 7.980652 27.79120 2.71 25.36481
## 4 33.70613 292.80  9.668553   NA 28.27141 7.861810 26.45024 2.75 25.17856
## 5 33.12168 289.54  9.698488   NA 27.49912 7.788676 26.86423 2.72 25.41802
## 6 34.15973 297.43 11.225102   NA 28.75870 7.971509 27.48521 2.72 26.79268
##       VIRT        V      VST      VNT      VNO     VOYA      VMC      WPC
## 1 20.25822 177.7488 21.49436 16.98722 22.17122 57.04946 151.4763 64.79335
## 2 19.93104 175.0717 21.06390 17.11637 21.90513 56.95319 149.8922 62.66998
## 3 19.68565 176.3610 21.33174 17.45413 22.82695 59.10964 153.6410 63.25932
## 4 19.02219 177.2272 20.45169 17.09650 21.80059 58.64754 155.2448 60.48108
## 5 18.87678 174.8551 20.08819 16.59979 22.00966 58.24321 155.1759 61.38694
## 6 19.40391 178.7922 20.53778 17.36472 22.02867 60.27450 157.8227 63.32175
##        WRB      GWW      WAB      WBA      WMT      DIS   WBD       WM    WAT
## 1 39.25407 479.8862 80.24642 28.70872 42.53581 97.35213 11.41 159.9506 273.65
## 2 39.89809 477.6895 79.79188 28.48038 42.41920 95.09988 11.32 158.0144 270.49
## 3 40.45923 484.2895 82.09423 29.15660 43.11890 98.62211 11.79 159.4181 272.75
## 4 41.56238 477.4934 80.75036 27.70756 42.84032 96.68736 11.66 156.7461 274.56
## 5 41.17978 479.7391 80.38474 27.57582 42.01429 93.59178 11.50 155.1004 269.53
## 6 42.33393 497.0285 83.51713 28.48038 42.93102 96.36987 11.95 159.8247 277.35
##        WSO     W     WFRD      WBS      WEC      WFC     WELL      WEN      WCC
## 1 239.8555 35.73 28.34394 42.07037 90.33355 37.77132 62.08493 17.18931 110.3063
## 2 242.9273 35.92 29.44138 41.55869 88.06616 37.79021 60.70673 17.05317 113.1674
## 3 252.6153 37.87 30.85808 42.79605 88.87460 38.52657 61.75454 17.51603 117.0019
## 4 241.9916 34.56 31.83580 42.03316 85.31554 38.23391 59.78165 17.02595 114.9372
## 5 243.3432 32.55 32.21492 42.05177 83.10390 37.96957 60.71618 16.96242 117.3755
## 6 250.8573 34.11 33.64159 43.18679 86.04965 39.25348 61.71679 17.19839 120.8364
##        WST      WAL   WDC       WU      WLK    WEX       WY      WHR      WTM
## 1 251.5894 65.18129 32.40 11.55439 79.53308 127.62 26.03171 122.0558 1175.425
## 2 245.1810 63.36281 32.72 11.52868 80.64214 126.67 25.67170 121.8871 1255.072
## 3 250.6938 64.22470 33.15 11.69154 83.45378 130.51 26.02248 126.1235 1282.646
## 4 250.0371 62.05577 32.18 11.62297 82.95761 130.78 25.61631 122.2246 1287.250
## 5 244.8725 62.26414 32.55 11.57154 84.52395 126.94 26.36403 119.7289 1301.332
## 6 254.6742 64.09209 34.05 11.86297 87.86094 135.01 27.11175 124.7291 1311.179
##        WMB      WSM      WTW   WSC     WING     WTFC   WOLF      WWD   WDAY
## 1 25.63911 57.91789 197.7649 39.01 122.8324 78.48664 109.82 80.83608 146.97
## 2 25.74738 58.93105 197.7941 39.07 124.6984 77.58173 112.63 79.13062 149.18
## 3 26.53225 61.03386 201.0591 40.70 131.0708 79.20865 111.31 80.77695 156.85
## 4 26.12628 58.52005 197.3421 39.83 124.9565 78.53477 104.23 79.64325 156.26
## 5 25.82857 56.32167 196.0348 40.33 124.4900 78.50590 103.36 79.12079 152.22
## 6 26.55029 58.40535 201.6249 42.06 122.1177 80.61414 108.08 82.05847 154.25
##         WH     WYNN      XEL       XP      XPO      XYL  YETI      YUM   ZBRA
## 1 56.98291 65.73662 65.22550 16.84067 25.15151 86.80211 29.30 105.0808 265.86
## 2 57.94514 65.50044 63.75222 17.37049 25.97742 86.28457 29.96 103.7428 264.95
## 3 60.82219 65.69727 64.25575 17.52187 27.30838 88.44267 30.20 104.0797 271.35
## 4 59.68676 63.32562 60.94552 17.35157 26.73203 86.02090 28.96 103.2037 265.52
## 5 59.03245 62.02664 59.67737 17.98546 26.45276 85.30805 28.52 102.3662 262.01
## 6 59.80223 63.58149 61.11337 19.61276 27.77184 88.08133 29.50 105.0327 272.09
##      ZG     Z      ZBH     ZION      ZTS    ZM    ZI     ZS
## 1 29.27 29.28 103.4854 49.13000 145.8482 73.33 39.19 159.76
## 2 29.07 29.05 103.1606 48.42329 146.6334 74.26 40.33 163.21
## 3 29.83 29.76 105.8277 48.89137 149.4404 75.89 42.29 168.78
## 4 29.26 29.21 105.6600 47.52384 148.1547 74.47 41.65 165.89
## 5 28.63 28.61 103.1250 46.67947 145.5440 73.59 41.66 164.37
## 6 29.51 29.48 105.8573 47.91850 148.5473 73.94 43.81 170.51
tail(historical_prices) # View tail of dataset (Last rows)
##                          Date   TXG    MMM   AOS   AAON    ABT   ABBV  ACHC
## 497 2024-09-17 00:00:00-04:00 21.41 133.57 82.47  96.18 118.13 193.45 77.77
## 498 2024-09-18 00:00:00-04:00 22.08 133.36 82.89  96.93 114.88 192.94 77.94
## 499 2024-09-19 00:00:00-04:00 23.48 133.84 84.29 102.45 114.15 193.62 77.44
## 500 2024-09-20 00:00:00-04:00 22.68 134.77 82.89 104.05 113.70 193.47 76.40
## 501 2024-09-23 00:00:00-04:00 22.21 135.64 83.98 107.82 114.81 193.83 76.18
## 502 2024-09-24 00:00:00-04:00 22.97 137.22 85.74 107.39 113.34 193.51 76.61
##        ACN    AYI   ADBE  ADT   AAP    WMS    AMD    ACM   AES    AMG  AFRM
## 497 337.04 264.93 515.03 7.17 41.33 149.82 150.82  97.54 19.24 175.86 44.00
## 498 336.18 267.91 508.13 7.27 42.07 149.22 148.29  98.24 19.26 175.76 44.28
## 499 335.24 271.99 526.44 7.37 42.43 155.60 156.74 101.24 18.90 179.74 44.98
## 500 336.22 272.23 522.30 7.25 40.99 152.45 155.95 101.19 18.90 178.24 44.93
## 501 339.21 271.70 527.87 7.30 40.57 153.82 156.75 101.97 19.32 178.05 44.67
## 502 339.62 272.62 524.07 7.25 40.91 153.23 158.32 102.24 19.11 178.17 44.62
##        AFL  AGCO      A   ADC  AGNC    AL    APD   ABNB   AKAM   ALK   ALB
## 497 109.56 92.71 138.35 75.97 10.56 44.18 291.13 122.12  97.87 40.98 89.82
## 498 108.96 93.75 139.01 75.64 10.66 44.49 287.30 122.42  97.41 39.76 86.59
## 499 107.87 95.83 141.95 74.13 10.56 45.89 287.72 128.75  99.44 39.56 89.33
## 500 107.92 94.74 140.09 74.45 10.49 45.80 287.98 131.18  99.52 40.02 86.03
## 501 110.02 94.76 139.79 74.97 10.35 45.25 292.05 129.03 100.72 41.69 88.71
## 502 109.10 96.33 141.87 74.62 10.47 45.08 295.59 131.48 101.84 41.62 90.46
##       ACI    AA    ARE   ALGN     ALLE  ALGM   LNT  ALSN    ALL  ALLY   ALNY
## 497 18.54 33.97 124.01 253.16 142.8913 22.96 60.31 88.46 190.26 33.76 274.46
## 498 18.52 34.34 123.86 253.01 142.9411 23.18 60.33 88.57 191.01 34.05 273.15
## 499 18.56 34.92 122.22 257.17 143.2700 23.79 59.75 90.99 190.68 34.96 276.33
## 500 18.67 33.83 121.25 252.85 140.4000 22.69 59.72 91.06 191.00 34.48 273.88
## 501 18.53 34.23 122.18 253.16 142.6500 22.08 60.35 91.51 192.89 33.99 271.83
## 502 18.52 36.78 124.41 249.01 143.8400 23.04 60.05 92.98 191.82 34.18 271.00
##      GOOGL   GOOG    MO   AMZN  AMCR   DOX  AMED    AS   AEE   AAL    AEP
## 497 159.32 160.28 50.50 186.88 10.99 86.41 97.37 14.89 85.02 11.17 104.21
## 498 159.81 160.81 50.63 186.43 11.01 86.26 97.15 14.85 84.62 11.03 103.22
## 499 162.14 163.24 50.23 189.87 11.11 87.29 97.21 15.03 83.62 11.11 101.74
## 500 163.59 164.64 50.39 191.60 10.90 86.21 97.30 15.14 85.62 11.01 102.15
## 501 161.85 163.07 51.02 193.88 11.08 86.47 96.87 14.93 85.64 10.98 102.53
## 502 162.29 163.64 51.19 193.96 11.19 86.71 97.01 15.21 85.41 11.04 101.41
##        AXP    AFG   AMH   AIG    AMT    AWK  COLD    AMP    AME   AMGN  AMKR
## 497 265.40 136.52 40.29 73.60 239.45 149.90 28.32 452.23 168.57 332.80 30.69
## 498 262.18 135.54 39.66 73.30 235.95 148.94 28.28 451.33 169.43 332.92 30.24
## 499 268.75 136.63 39.82 73.89 232.31 149.08 28.63 463.74 172.25 335.95 31.65
## 500 268.99 135.62 39.62 73.76 235.06 147.23 28.39 460.61 171.10 337.38 30.96
## 501 267.30 136.89 39.96 74.30 236.27 147.54 28.83 462.07 171.09 335.61 31.02
## 502 266.21 135.91 39.56 73.42 236.47 145.04 29.22 463.38 170.54 330.92 30.40
##       APH    ADI   NLY   ANSS    AM    AR    AON   APA   APG  APLS    APO
## 497 63.99 225.35 20.71 317.25 15.05 26.45 349.20 25.25 34.60 35.53 117.79
## 498 63.30 222.64 20.82 313.39 14.98 26.65 349.31 25.11 34.72 35.63 117.55
## 499 65.29 233.45 20.80 322.29 14.58 27.25 346.97 25.36 35.80 36.73 121.62
## 500 65.91 226.78 20.88 320.25 14.81 27.44 347.03 25.07 35.22 32.51 124.48
## 501 65.67 226.01 20.31 321.27 15.16 28.88 348.52 25.44 34.49 32.72 125.23
## 502 66.15 227.33 20.57 324.19 15.10 28.38 347.43 25.34 33.99 30.75 125.13
##       APPF   AAPL   AMAT    APP    ATR  APTV  ARMK   ACGL   ADM   ARES   ANET
## 497 229.19 216.79 188.59 123.64 153.03 70.22 38.60 113.96 60.46 152.80 360.95
## 498 229.09 220.69 186.14 123.16 153.07 69.67 38.08 113.04 60.53 152.35 361.71
## 499 231.82 228.87 196.71 124.00 156.90 70.52 38.91 111.42 62.45 156.51 379.32
## 500 233.79 228.20 192.16 126.09 155.91 69.84 37.75 113.24 61.36 156.66 384.46
## 501 236.19 226.47 194.04 126.12 155.96 71.56 36.96 113.66 60.91 156.25 385.57
## 502 238.51 227.37 196.78 129.08 156.63 72.11 37.25 113.35 60.73 157.33 385.07
##        AWI    ARW    AJG   ASH   AZPN    AIZ   AGO  ALAB     T   ATI   TEAM
## 497 128.53 129.61 295.94 87.19 233.54 195.74 80.85 46.33 21.78 61.84 155.82
## 498 128.82 129.57 291.18 87.25 236.00 193.82 81.25 46.44 21.73 62.28 159.84
## 499 131.84 133.90 282.20 88.00 239.26 194.02 81.14 47.13 21.36 64.68 163.10
## 500 131.30 131.64 276.06 87.32 235.56 194.27 81.07 50.51 21.54 63.84 163.08
## 501 132.38 132.08 282.03 87.58 233.69 198.10 81.06 50.70 21.49 65.02 161.98
## 502 132.72 132.62 279.33 86.56 233.55 197.31 79.51 51.17 21.59 64.64 162.62
##        ATO   ADSK    ADP     AN     AZO    AVB   AGR  AVTR    AVY   CAR   AVT
## 497 138.15 266.89 279.41 169.63 3078.31 230.79 35.77 26.87 220.20 83.09 51.48
## 498 136.53 264.21 275.91 170.76 3074.71 230.41 35.73 27.06 209.36 85.08 51.09
## 499 136.25 269.76 277.69 178.33 3040.09 230.55 35.78 27.70 215.77 87.23 52.55
## 500 136.56 267.29 276.41 174.39 3020.66 230.06 35.76 26.99 211.58 85.90 52.80
## 501 137.35 268.46 277.58 176.92 3048.82 233.17 35.82 26.58 215.69 86.53 52.84
## 502 136.48 269.65 276.64 178.50 3043.97 230.15 35.81 26.55 218.48 87.16 53.09
##      AXTA   AXS   AXON  AZEK  AZTA   BKR  BALL   BAC   OZK  BBWI   BAX    BDX
## 497 35.70 79.42 382.57 45.00 49.08 34.73 67.22 39.55 42.12 29.16 39.81 231.27
## 498 35.97 79.34 383.01 45.20 49.33 34.67 66.52 39.62 42.61 29.71 39.37 231.59
## 499 37.12 78.20 389.74 46.90 49.50 36.36 67.11 40.87 43.97 29.92 38.76 234.63
## 500 36.07 77.91 393.29 46.51 49.27 36.04 66.31 40.27 42.76 29.28 38.49 233.50
## 501 36.32 78.36 393.94 46.35 49.09 36.45 67.24 39.87 42.28 30.34 39.00 234.73
## 502 36.45 79.17 393.66 46.75 48.98 36.34 67.14 39.45 41.73 30.07 38.98 236.95
##      BRBR   BSY  BERY      BBY  BILL    BIO  TECH   BIIB  BMRN  BIRK    BJ
## 497 59.59 50.13 67.25 98.53612 50.62 333.66 75.28 198.21 70.55 48.24 79.86
## 498 59.36 49.97 67.54 98.13000 51.66 340.45 76.51 197.59 71.14 48.24 80.19
## 499 59.44 50.79 68.47 98.46000 54.76 344.60 80.36 201.44 71.41 47.86 80.95
## 500 60.47 50.09 66.59 97.30000 54.26 330.01 78.30 199.36 70.69 47.83 80.99
## 501 60.94 50.20 67.75 97.86000 52.65 326.60 77.21 195.81 69.13 49.17 81.48
## 502 60.72 50.44 68.44 98.98000 52.89 327.89 77.42 194.12 69.48 50.17 82.04
##        BLK     BX   HRB    SQ   OWL    BK     BA   BOKF    BKNG    BAH   BWA
## 497 904.52 155.05 63.50 67.33 18.20 70.81 156.39 104.14 4042.43 155.46 32.90
## 498 922.71 154.93 62.77 66.74 18.17 71.04 155.11 104.73 4028.30 154.51 32.73
## 499 934.87 159.66 63.68 68.64 18.84 71.72 154.59 107.51 4017.51 156.16 34.11
## 500 928.79 158.12 64.46 67.46 18.78 71.82 153.29 105.83 4064.01 157.89 33.40
## 501 937.61 157.21 64.22 67.83 18.86 72.14 156.30 106.62 4097.08 159.86 34.35
## 502 941.23 157.55 63.53 67.54 19.14 71.82 155.81 104.34 4177.56 159.74 35.10
##        SAM   BSX   BYD   BFAM   BHF   BMY   BRX     AVGO     BR  BEPC    BRO
## 497 276.37 82.52 62.57 138.30 43.23 49.49 28.00 161.9374 210.96 30.19 103.20
## 498 274.62 82.57 62.98 136.59 43.21 49.74 28.05 161.1400 208.59 30.19 102.51
## 499 275.49 83.71 64.14 136.50 44.36 49.02 28.01 167.4200 208.99 30.16 101.45
## 500 269.60 83.92 64.03 139.06 44.06 49.41 27.74 171.1000 208.22 30.37 101.01
## 501 274.58 84.00 64.23 138.93 44.10 50.01 27.91 172.9400 210.65 31.03 102.21
## 502 276.38 83.51 64.06 140.69 43.51 50.94 27.89 174.8400 210.53 31.62 103.36
##      BRKR    BC   BLDR     BG   BURL   BWXT   BXP   CHRW   CACI   CDNS   CZR
## 497 65.03 81.96 193.89  97.69 270.29  97.77 80.41 100.26 485.00 274.79 40.25
## 498 66.80 82.24 194.52  97.71 271.18  97.09 81.29 102.04 483.39 269.69 40.27
## 499 68.26 84.42 201.83 100.36 275.00  98.02 82.31 103.64 489.61 280.35 41.58
## 500 67.54 82.94 197.74  98.80 271.39 102.84 81.02 104.20 491.18 273.76 41.45
## 501 67.16 81.53 195.81  97.44 271.98 105.62 82.17 106.45 491.45 274.08 41.40
## 502 68.32 82.82 193.01  97.06 273.17 106.71 82.49 108.87 493.05 273.32 40.85
##        CPT   CPB    COF  CPRI    CAH    CSL    CG   KMX   CCL  CARR   CRI
## 497 123.99 51.52 145.08 39.89 111.32 420.30 41.99 79.39 18.03 77.96 70.12
## 498 125.25 51.08 145.43 39.07 111.41 425.29 42.32 77.21 18.36 78.19 70.97
## 499 126.66 50.84 153.05 38.87 110.76 438.55 44.51 77.39 18.76 80.57 68.00
## 500 125.21 51.21 152.28 38.29 111.84 436.98 43.68 76.10 19.00 79.92 67.07
## 501 126.88 50.45 151.25 38.10 111.84 442.08 43.12 76.45 18.97 80.88 66.32
## 502 126.51 49.65 147.35 38.28 110.19 438.50 43.34 76.50 18.73 80.41 67.40
##       CVNA   CASY  CTLT    CAT   CAVA   CBOE   CBRE  CCCS    CDW     CE  CELH
## 497 156.58 375.31 60.35 353.69 122.47 213.65 118.17 10.87 223.32 125.76 34.80
## 498 161.63 373.02 60.32 355.12 124.30 210.66 120.35 10.82 221.62 126.37 34.28
## 499 170.74 365.23 60.11 373.31 125.22 206.94 122.49 11.02 227.87 130.09 34.07
## 500 173.85 368.00 60.00 368.82 128.79 208.21 121.60 10.98 225.30 126.90 33.17
## 501 175.15 377.94 59.75 371.17 128.27 209.58 121.81 10.95 224.11 127.73 32.80
## 502 172.70 371.87 60.14 385.93 127.44 206.74 123.36 10.93 224.28 132.56 31.63
##        COR   CNC   CNP  CERT    CF    CRL  SCHW   CHTR    CHE    CC    LNG
## 497 234.53 75.39 28.32 10.83 81.47 206.21 63.84 339.35 577.79 18.48 180.79
## 498 228.48 76.32 28.21 10.93 81.49 206.10 63.56 339.64 577.66 18.48 180.10
## 499 226.56 75.63 28.26 11.31 83.13 209.62 64.76 331.34 585.27 19.24 182.07
## 500 228.11 75.61 28.17 10.90 81.61 205.79 65.39 330.40 582.06 18.70 180.66
## 501 228.33 75.35 28.93 10.86 83.27 203.77 64.93 331.62 589.28 18.77 182.33
## 502 225.35 74.40 28.68 10.70 84.89 200.62 64.58 323.36 593.55 19.55 180.67
##       CHK    CVX   CMG    CHH   CHRD     CB    CHD   CHDN  CIEN     CI   CINF
## 497 73.34 143.41 58.50 127.24 136.93 290.78 103.82 139.97 56.44 356.23 136.17
## 498 74.51 143.96 56.93 127.58 135.95 289.18 102.61 138.78 56.41 355.39 136.30
## 499 76.57 144.99 57.97 130.74 136.34 290.58 101.58 140.60 57.98 357.26 135.77
## 500 78.46 145.68 57.23 130.03 136.73 290.66 103.40 137.68 58.73 356.14 134.63
## 501 80.26 147.54 58.29 130.67 137.30 292.11 103.52 137.18 61.68 354.94 136.23
## 502 80.09 147.45 57.96 133.72 134.80 289.76 103.14 133.25 60.53 353.17 136.19
##       CTAS   CRUS  CSCO     C   CFG  CIVI CLVT    CLH  CWEN   CLF    CLX   NET
## 497 203.77 123.80 50.61 59.29 40.54 54.49 6.64 241.82 29.36 11.81 164.69 79.11
## 498 201.38 122.84 50.57 59.90 40.72 54.13 6.82 239.83 29.30 11.54 163.47 78.09
## 499 203.74 125.12 51.44 63.02 42.21 54.74 6.97 247.42 29.07 12.03 162.04 82.83
## 500 204.16 123.11 51.97 62.14 41.65 54.31 6.94 246.88 29.60 11.77 163.33 82.45
## 501 203.99 124.33 52.19 62.58 41.06 54.43 6.78 249.19 29.92 11.87 164.84 85.61
## 502 204.85 122.73 52.52 61.37 40.76 53.37 6.83 248.36 29.96 12.43 164.59 85.50
##        CME   CMS   CNA   CNH    KO    COKE  CGNX  CTSH  COHR   COIN     CL
## 497 218.18 70.26 50.16 10.50 71.80 1261.36 38.96 76.22 77.92 162.45 104.56
## 498 216.30 70.00 50.08 10.58 71.75 1265.62 38.48 75.35 80.98 162.64 103.18
## 499 214.76 69.23 50.20 10.95 70.62 1266.98 39.83 75.20 86.06 168.24 102.01
## 500 213.16 69.84 48.52 10.83 71.64 1264.25 39.74 75.64 87.02 170.09 103.06
## 501 215.86 70.29 49.78 10.80 71.73 1314.03 39.41 76.12 88.19 170.22 103.31
## 502 218.16 70.08 48.85 11.25 71.33 1293.99 39.60 76.04 89.73 171.68 103.79
##      COLB  COLM CMCSA   CMA    FIX  CBSH   CAG  CNXC  CFLT    COP     ED    STZ
## 497 24.88 83.59 39.28 58.52 356.93 62.27 32.56 64.42 20.80 108.29 104.54 252.86
## 498 25.23 83.17 39.82 59.70 356.54 62.39 32.73 63.96 20.32 108.62 103.41 251.00
## 499 26.28 82.48 40.27 61.12 380.27 63.73 32.39 64.17 20.66 110.55 102.12 248.45
## 500 25.80 82.23 40.11 61.49 385.16 61.90 32.30 63.38 20.36 109.87 103.35 248.09
## 501 25.74 80.90 40.73 60.20 387.48 61.84 32.31 63.55 19.69 109.69 104.02 254.82
## 502 26.08 79.80 41.35 60.46 388.18 60.73 32.32 63.84 19.81 108.91 102.82 252.47
##        CEG    COO  CPRT   CNM   GLW   CPAY  CTVA  CSGP   COST  CTRA COTY  CPNG
## 497 201.23 109.83 50.72 42.72 43.30 306.88 57.04 75.73 897.27 23.01 9.26 24.24
## 498 200.33 110.53 51.00 43.18 43.42 307.71 57.44 76.85 892.52 23.23 9.26 24.18
## 499 208.50 111.10 51.80 44.81 44.43 312.78 58.60 79.29 900.74 23.57 9.39 24.20
## 500 254.98 110.49 51.44 43.41 44.50 307.21 57.58 77.37 906.98 23.66 9.19 24.58
## 501 257.12 109.81 51.69 44.17 44.65 311.86 58.00 77.37 917.08 23.98 9.29 24.78
## 502 253.49 109.85 52.45 44.18 45.29 308.67 57.85 76.34 901.54 23.76 9.29 24.94
##       CUZ     CR   CXT   CACC   CRH   CROX   CRWD    CCI   CCK   CSX  CUBE
## 497 28.97 152.59 57.94 442.12 89.27 138.43 268.72 119.54 92.22 34.07 54.05
## 498 29.14 154.62 58.30 450.10 90.04 139.81 267.12 117.78 93.13 34.05 54.00
## 499 29.41 154.42 59.86 464.21 92.73 137.92 277.38 115.17 94.43 34.80 54.08
## 500 29.35 152.43 59.00 453.56 92.89 139.05 299.85 115.33 93.70 34.93 53.94
## 501 29.83 152.60 58.53 454.67 91.97 143.75 293.14 116.86 95.48 34.02 54.22
## 502 30.21 157.86 59.64 447.62 91.49 144.83 288.54 117.38 95.72 34.14 53.94
##        CMI     CW   CVS    DHI    DHR    DRI   DAR   DDOG    DVA   DAY   DECK
## 497 301.59 315.45 57.83 195.35 272.47 161.53 35.46 111.93 164.22 58.99 155.10
## 498 300.65 313.60 58.42 194.19 271.90 159.14 35.93 113.18 163.16 59.18 157.23
## 499 309.14 317.98 58.40 197.06 276.43 172.27 37.10 115.52 163.14 59.64 152.11
## 500 308.24 328.50 57.51 191.89 272.63 170.17 36.75 114.76 164.00 58.91 150.73
## 501 313.48 332.22 57.57 193.46 273.15 172.74 36.60 116.22 161.58 59.20 154.21
## 502 323.56 327.34 58.08 192.37 274.20 171.11 36.93 117.31 161.57 60.41 154.40
##         DE   DAL   DELL  XRAY   DVN  DXCM   FANG      DKS    DLR    DDS    DFS
## 497 397.88 46.68 116.82 26.69 40.46 68.94 179.77 212.1711 157.58 360.58 137.58
## 498 401.07 46.92 115.99 26.71 40.37 69.46 178.12 211.4946 158.25 359.04 136.11
## 499 409.73 47.13 117.77 26.90 40.97 71.92 181.63 214.3300 158.90 367.51 143.92
## 500 405.89 46.94 117.50 26.29 40.79 70.43 181.00 212.5200 158.70 368.16 142.49
## 501 408.95 47.16 117.57 26.17 41.12 69.70 185.25 215.2800 160.96 375.90 140.20
## 502 410.89 47.80 117.31 26.09 41.01 68.66 185.43 216.9300 162.13 379.22 136.47
##      DOCU   DLB    DG  DLTR     D    DPZ   DCI   DASH    DV    DOV   DOW  DOCS
## 497 55.69 71.88 86.01 73.50 58.35 412.44 71.64 129.88 17.16 188.35 51.51 40.16
## 498 56.64 72.68 86.86 75.67 57.41 409.02 71.68 132.48 17.29 185.93 51.64 40.06
## 499 57.91 72.61 86.50 73.88 57.48 411.71 73.17 137.29 17.23 191.18 52.89 40.63
## 500 57.97 73.26 86.01 71.73 57.93 414.42 72.30 139.72 17.19 189.12 51.71 40.88
## 501 58.85 72.85 86.04 71.76 57.86 420.70 72.64 139.51 17.33 191.03 52.04 41.50
## 502 58.66 74.30 84.99 71.29 57.02 426.54 73.47 141.68 17.58 192.63 53.45 41.37
##      DKNG   DBX   DTM    DTE    DUK   DNB   DUOL    DD  BROS   DXC    DT    ELF
## 497 38.95 24.63 77.56 125.68 116.73 11.52 242.48 82.86 34.69 21.45 52.09 112.43
## 498 38.07 24.49 77.28 124.42 115.88 11.44 250.23 82.84 34.55 21.03 51.83 114.65
## 499 39.27 24.47 76.58 123.53 115.14 11.46 264.00 83.18 34.84 21.06 52.20 114.59
## 500 39.28 24.70 77.82 125.09 116.37 11.25 268.34 83.34 34.92 21.34 51.35 112.91
## 501 39.63 24.79 79.28 126.41 117.31 11.51 270.27 84.11 34.62 20.98 52.01 111.83
## 502 39.14 24.93 79.06 125.29 115.98 11.40 269.79 87.11 33.96 20.23 52.49 111.42
##        EXP  EWBC    EGP    EMN    ETN  EBAY    ECL   EIX    EW  ELAN  ESTC
## 497 280.72 81.28 190.16 105.93 311.73 64.88 250.46 86.06 67.23 14.29 75.16
## 498 283.76 81.27 189.49 106.38 314.65 63.17 248.53 85.29 67.53 14.65 74.92
## 499 292.07 83.22 191.73 108.26 328.92 63.22 251.21 84.19 67.26 15.07 76.30
## 500 287.67 82.57 186.83 106.63 330.60 62.72 251.44 85.43 66.83 14.07 76.39
## 501 287.94 82.40 189.38 108.01 329.79 63.45 254.85 86.10 67.36 14.44 77.04
## 502 285.38 81.32 190.63 110.58 327.39 65.44 254.26 85.94 66.33 13.88 78.19
##         EA   ESI    ELV    EME    EMR   EHC  ENOV   ENPH   ENTG    ETR  NVST
## 497 142.59 25.69 543.51 409.20 103.90 91.32 42.72 118.53 111.64 129.08 19.00
## 498 140.45 25.24 539.46 408.75 103.68 92.45 43.64 119.74 110.07 128.61 19.18
## 499 140.74 25.83 538.00 430.05 105.91 92.06 45.02 117.36 115.36 127.68 19.33
## 500 139.55 25.61 539.86 435.60 105.16 92.65 43.67 114.90 110.64 129.25 19.00
## 501 141.07 25.71 533.90 435.11 105.05 92.82 43.55 117.00 111.58 130.03 19.06
## 502 141.64 26.13 527.35 433.56 106.34 95.26 43.51 116.69 112.30 130.03 18.84
##        EOG   EPAM   EPR   EQT    EFX   EQIX   EQH   ELS      EQR   ESAB  WTRG
## 497 123.19 200.40 48.50 33.27 297.81 864.33 41.37 74.45 76.66587 103.81 39.26
## 498 124.38 198.00 48.67 33.53 297.57 860.95 41.36 73.49 76.40814 103.30 38.74
## 499 125.20 198.06 48.73 34.73 302.19 870.99 42.47 73.57 76.38831 105.93 38.32
## 500 126.03 197.00 48.71 34.83 299.09 877.20 42.11 71.81 75.91250 105.60 38.00
## 501 127.73 198.63 49.38 35.96 299.48 881.92 42.28 73.13 76.76501 105.74 38.29
## 502 127.90 200.22 49.58 35.64 300.33 887.58 42.21 72.93 75.28000 105.89 37.98
##        ESS    EL  ETSY   EEFT    EVR     EG  EVRG       ES  EXAS  EXEL   EXC
## 497 312.14 88.10 54.09  99.81 246.23 387.54 61.91 67.50340 67.99 27.60 40.20
## 498 312.24 88.00 54.00  99.83 246.60 388.66 61.55 66.77127 69.21 26.82 39.50
## 499 312.42 87.44 54.07 100.45 255.58 388.30 61.07 66.48436 70.83 26.83 39.29
## 500 306.21 85.01 53.91 100.66 256.75 387.50 61.65 66.42500 70.09 26.42 40.27
## 501 309.65 86.70 54.83 102.22 258.68 386.70 62.00 66.53000 69.64 26.36 40.40
## 502 300.23 91.98 55.02 100.39 258.35 383.14 61.71 66.52000 68.73 26.28 39.99
##       EXPE   EXPD    EXR    XOM   FFIV    FDS    FICO  FAST    FRT    FDX
## 497 138.41 123.70 178.78 114.18 214.64 448.28 1884.45 70.59 115.63 297.34
## 498 139.66 123.39 181.65 114.58 213.57 446.81 1900.33 70.47 115.52 298.17
## 499 142.54 125.65 180.09 116.00 217.47 469.48 1929.21 71.38 114.22 300.39
## 500 144.04 123.18 180.41 115.27 219.24 465.91 1934.63 70.75 113.03 254.64
## 501 144.04 125.51 183.14 117.36 220.38 468.73 1947.38 71.83 114.64 258.79
## 502 147.92 128.10 182.16 117.05 223.60 463.77 1916.90 71.81 114.97 267.13
##       FERG   FNF   FIS  FITB      FAF   FCNCA   FHB   FHN    FR   FSLR    FE
## 497 207.06 60.77 85.04 42.51 66.18984 1915.14 23.63 15.78 56.38 239.98 43.69
## 498 205.52 60.99 84.43 42.62 66.47749 1898.95 23.60 15.76 56.10 241.81 43.49
## 499 208.18 60.86 84.41 43.64 66.17000 1939.57 24.20 16.16 56.67 240.45 43.23
## 500 196.52 60.95 84.06 43.24 64.99000 1965.18 23.80 15.97 55.51 240.20 44.00
## 501 200.16 60.97 84.39 42.84 65.01000 1955.89 23.74 15.67 55.80 249.28 44.03
## 502 201.12 60.75 84.03 42.82 64.71000 1856.96 22.93 15.28 56.32 244.73 43.65
##         FI   FIVE  FIVN    FND   FLO   FLS   FMC   FNB     F  FTNT   FTV  FTRE
## 497 175.30 101.76 28.39 117.56 23.68 47.16 63.34 14.20 10.90 75.61 74.73 22.15
## 498 175.23 100.20 28.52 117.50 23.72 46.86 63.50 14.24 10.98 74.68 75.71 22.98
## 499 178.78  97.98 28.48 120.63 23.77 48.28 64.24 14.59 10.92 75.66 77.29 23.86
## 500 177.61  95.41 27.77 119.62 23.44 47.90 62.04 14.31 10.88 76.78 76.34 23.90
## 501 179.31  96.31 27.59 119.74 23.15 48.60 63.56 14.19 10.91 77.44 76.18 22.50
## 502 177.35  93.99 27.65 120.72 22.94 52.14 64.65 13.90 10.87 77.46 77.27 22.21
##      FBIN  FOXA   FOX   BEN   FCX   FRPT  FYBR    CFR    FCN   GME  GLPI   GAP
## 497 85.09 40.53 37.44 20.35 43.13 138.31 35.65 110.68 224.12 20.16 51.34 20.02
## 498 84.91 40.60 37.56 20.39 43.92 140.92 35.35 111.79 222.63 19.65 51.20 20.16
## 499 87.91 40.48 37.53 20.87 45.14 141.24 35.39 115.56 225.26 19.51 50.85 20.46
## 500 86.57 40.21 37.28 20.81 44.53 142.19 35.65 114.24 227.10 21.85 50.90 20.32
## 501 87.03 41.11 37.82 20.76 45.14 139.98 35.73 112.54 227.51 22.31 51.15 20.28
## 502 87.55 42.32 38.86 21.04 48.72 140.44 35.48 112.50 227.34 22.63 50.93 20.73
##       GRMN     IT  GTES     GE  GEHC    GEV   GEN   GNRC     GD   GIS    GM
## 497 171.58 507.35 17.45 180.33 86.79 237.15 26.46 143.72 303.85 74.50 47.52
## 498 169.87 506.49 17.44 183.55 88.53 235.67 26.58 143.14 302.38 75.01 48.66
## 499 171.76 513.42 18.13 186.16 90.62 244.45 26.87 142.91 304.73 74.90 48.62
## 500 171.00 513.59 17.72 187.43 90.28 245.46 26.48 141.76 306.87 74.51 48.88
## 501 175.81 516.38 17.76 188.67 90.88 251.53 26.81 146.24 308.09 74.19 48.04
## 502 175.81 510.94 17.60 189.66 92.21 255.48 27.20 150.84 304.67 73.77 48.07
##         G  GNTX    GPC  GILD  GTLB    GPN   GFS   GLOB     GL  GMED   GDDY
## 497 38.55 29.49 137.33 83.05 51.63 112.07 39.11 192.30 106.18 69.34 153.90
## 498 38.33 29.29 138.09 83.89 51.17 111.26 39.18 191.12 106.65 69.59 154.28
## 499 38.48 29.82 139.14 83.90 52.35 112.97 41.02 193.55 107.25 70.60 160.14
## 500 38.68 29.75 137.02 83.94 52.05 110.69 39.41 189.10 106.26 70.64 160.55
## 501 39.02 30.15 137.74 83.99 53.18 110.98 39.35 192.95 107.69 71.22 158.53
## 502 39.01 30.90 139.66 83.79 53.09 103.81 39.04 196.64 108.12 70.99 157.77
##         GS   GGG  GRAL   LOPE   GPK    GO   GWRE   GXO   HAL    THG   HOG
## 497 485.39 83.89 14.04 141.83 29.87 16.83 173.03 51.48 29.30 149.04 38.84
## 498 484.58 83.71 13.91 141.56 29.86 16.47 172.43 51.76 29.10 149.58 38.36
## 499 503.83 85.85 13.87 141.35 30.50 16.29 174.65 52.88 29.53 149.03 39.53
## 500 498.43 84.59 13.95 142.78 30.11 15.97 174.54 51.51 29.47 146.86 38.58
## 501 497.41 85.77 13.04 144.31 29.07 16.28 173.97 51.85 29.95 148.22 38.69
## 502 498.02 85.66 13.24 144.54 29.21 16.28 176.05 51.49 29.97 148.81 38.49
##        HIG   HAS   HCP  HAYW    HCA    HR   DOC    HEI   JKHY    HSY    HES
## 497 117.07 70.42 33.94 14.14 397.50 18.19 21.94 261.82 175.69 199.28 130.81
## 498 116.70 71.16 33.92 14.72 399.89 18.03 22.12 258.82 174.21 197.63 131.39
## 499 115.94 71.82 33.94 15.04 403.52 17.91 21.90 264.50 175.60 195.52 133.50
## 500 116.32 71.21 33.89 14.75 404.66 17.94 22.01 265.81 173.59 195.43 134.40
## 501 116.98 71.47 33.82 14.74 405.70 18.18 22.57 267.96 174.85 195.14 135.34
## 502 116.47 71.95 33.83 14.82 401.80 18.24 22.77 265.58 173.71 193.34 135.55
##          HPE   HXL  DINO   HIW    HLT  HOLX     HD    HON   HRL   HST    HLI
## 497 18.07071 60.70 46.54 32.71 220.38 82.00 383.24 204.24 32.37 17.81 159.30
## 498 18.17000 60.51 46.91 33.05 220.98 81.72 384.01 201.64 32.40 17.88 154.78
## 499 18.85000 61.23 47.25 33.58 225.54 82.40 390.34 203.70 32.13 18.53 158.35
## 500 18.81000 61.10 46.25 33.25 224.64 81.39 389.86 203.35 31.77 18.73 160.30
## 501 18.83000 62.22 45.74 33.60 224.66 81.46 391.96 203.77 31.48 18.63 161.50
## 502 18.88000 61.55 44.86 33.59 228.47 81.21 400.66 205.27 31.17 18.68 161.98
##       HHH   HWM   HPQ   HUBB   HUBS    HUM  HBAN    HII   HUN      H   IAC
## 497 75.19 94.59 34.43 411.29 492.30 311.80 14.57 265.41 22.13 148.38 53.47
## 498 75.93 94.68 34.53 409.86 503.76 315.29 14.56 269.02 22.22 148.27 54.05
## 499 77.48 97.43 34.82 422.54 530.11 312.00 14.96 268.03 22.74 154.08 54.65
## 500 77.06 97.45 34.76 426.01 526.88 310.41 14.86 267.51 22.52 154.89 54.36
## 501 77.24 98.63 35.11 426.59 527.25 312.77 14.60 268.13 22.79 151.59 54.07
## 502 77.33 99.32 35.84 424.86 532.11 312.23 14.51 257.32 23.70 155.75 54.04
##        IBM    IDA    IEX   IDXX    ITW   ILMN  INCY  INFA    IR   INGR   INSP
## 497 214.13 103.49 204.69 512.27 254.72 130.21 66.43 25.48 93.97 134.21 206.70
## 498 214.94 103.43 205.60 511.30 252.97 130.97 65.17 25.05 93.74 135.70 208.39
## 499 213.89 102.44 210.50 517.06 257.96 134.39 66.82 25.51 97.65 136.16 212.10
## 500 217.70 102.22 208.73 506.74 254.32 131.20 65.74 25.48 96.77 134.98 212.85
## 501 220.50 103.21 210.00 507.66 256.65 130.10 64.12 25.45 97.49 135.04 216.71
## 502 220.97 102.67 212.48 506.38 258.52 128.82 63.70 25.66 98.01 135.75 207.73
##       PODD  INTC   IBKR    ICE      IFF    IP   IPG  ITCI   INTU   ISRG   IVZ
## 497 235.54 21.47 131.81 162.81 103.8162 49.49 31.23 75.11 644.82 483.32 16.60
## 498 236.11 20.77 130.18 161.22 103.0591 49.54 31.08 74.70 633.07 482.09 16.75
## 499 237.68 21.14 132.45 158.87 102.8400 49.98 31.49 76.97 654.24 490.01 17.35
## 500 236.58 21.84 133.02 159.84 102.2300 48.71 31.11 77.61 644.99 486.20 17.17
## 501 238.97 22.56 135.19 159.95 103.4900 48.45 31.30 75.81 641.97 489.07 17.13
## 502 239.01 22.81 136.11 158.75 104.5900 48.64 31.22 75.52 638.20 484.40 17.55
##      INVH  IONS  IPGP    IQV  IRDM    IRM    ITT    JBL      J   JHG   JAZZ
## 497 36.11 41.51 68.81 239.98 28.34 115.92 139.14 106.83 144.94 37.75 111.55
## 498 35.86 42.36 68.92 242.67 27.43 116.45 138.69 107.85 145.54 37.71 109.57
## 499 36.04 42.74 70.87 244.62 27.88 114.13 146.75 110.86 149.46 38.11 111.29
## 500 36.04 42.76 70.25 242.12 29.22 115.36 144.51 113.96 148.64 38.19 110.76
## 501 36.50 41.83 70.43 240.73 29.49 118.44 145.88 113.04 148.33 38.39 108.99
## 502 35.55 41.00 71.14 239.57 29.53 119.17 147.70 112.86 150.46 38.68 109.08
##       JBHT   JEF    JNJ   JCI    JLL    JPM  JNPR   KBR     K  KMPR  KVUE   KDP
## 497 167.99 60.83 167.07 72.87 251.30 209.25 39.03 62.03 80.64 61.25 23.39 37.50
## 498 169.35 60.78 166.15 72.77 257.27 207.53 38.98 62.16 80.65 60.79 23.19 37.50
## 499 174.82 62.29 164.82 74.23 263.26 210.48 38.96 63.56 80.65 60.35 22.90 37.50
## 500 169.01 62.07 164.16 74.10 262.40 211.09 38.90 63.58 80.81 60.53 23.02 37.46
## 501 170.19 62.06 163.22 75.27 265.46 211.44 38.87 64.37 80.62 61.26 23.02 38.01
## 502 174.48 62.48 162.78 75.55 269.43 211.59 38.81 64.68 80.67 61.15 23.11 37.83
##       KEY   KEYS   KRC    KMB   KIM   KMI   KNSL    KEX    KKR   KLAC   KNX
## 497 16.57 150.49 38.46 141.66 23.58 21.56 455.37 122.88 127.97 739.60 52.48
## 498 16.59 150.21 39.99 141.14 23.54 21.61 453.28 123.06 129.25 731.04 52.68
## 499 17.34 155.38 40.79 140.10 23.24 21.59 453.81 127.02 132.80 772.43 53.26
## 500 17.12 152.42 39.99 140.75 23.24 21.79 450.64 124.50 133.23 758.85 52.21
## 501 16.81 151.56 39.95 141.21 23.63 22.18 463.17 124.58 132.60 761.27 52.57
## 502 16.62 154.09 39.71 141.05 23.63 22.22 449.44 124.81 132.39 770.34 53.58
##       KSS   KHC    KR    KD    LHX     LH   LRCX   LAMR    LW   LSTR   LVS
## 497 18.73 35.04 55.04 22.98 229.71 227.01 766.04 128.46 65.69 184.12 41.40
## 498 18.97 35.14 54.62 23.46 229.71 227.22 755.87 130.95 65.77 182.78 40.79
## 499 18.62 34.99 54.83 23.75 230.46 224.59 789.07 131.60 65.61 184.24 42.10
## 500 18.68 34.96 55.39 23.88 233.21 222.22 773.19 133.54 65.44 179.59 41.98
## 501 18.94 34.68 56.14 23.62 237.73 224.72 784.08 135.23 64.90 182.29 42.13
## 502 19.76 34.70 56.06 23.45 234.74 220.60 791.06 135.58 64.84 185.60 44.38
##      LSCC   LAZ    LEA   LEG   LDOS    LEN    LII LBRDA LBRDK LBTYA LBTYK FWONA
## 497 51.22 49.71 107.37 12.89 154.34 189.36 608.58 60.73 61.79 20.37 20.78 71.99
## 498 52.07 49.76 107.21 13.16 153.79 188.43 602.41 61.43 62.45 20.48 20.96 71.64
## 499 54.26 50.69 110.02 13.55 156.09 192.45 616.47 59.85 60.92 20.76 21.22 72.80
## 500 52.82 50.37 108.02 13.18 157.06 182.19 612.54 59.01 60.32 20.63 21.13 71.57
## 501 52.31 50.49 108.60 13.00 159.68 185.80 617.78 59.87 61.04 20.69 21.13 70.99
## 502 52.27 51.03 109.93 13.72 158.45 184.23 620.83 76.87 76.86 21.23 21.71 71.57
##     FWONK LLYVA LLYVK    LNW    LLY   LECO   LNC    LIN    LAD   LFUS    LYV
## 497 78.21 41.90 42.48 112.03 906.18 184.52 29.96 471.66 283.56 254.24 102.92
## 498 77.39 42.02 42.57 112.68 904.97 182.57 30.32 467.03 286.30 252.96 102.80
## 499 79.03 42.42 43.30 112.48 915.04 187.83 31.91 469.17 305.46 264.55 104.32
## 500 77.73 42.22 43.01 112.57 921.49 185.45 31.93 471.91 299.70 260.50 103.64
## 501 77.12 42.47 43.31 112.68 918.52 187.28 32.02 477.36 306.92 260.36 104.66
## 502 77.45 45.82 46.81  90.71 924.43 189.79 31.29 479.35 314.08 260.02 107.43
##       LKQ  LOAR    LMT     L    LPX    LOW   LPLA LCID   LULU  LITE  LYFT   LYB
## 497 40.84 76.95 567.01 79.29 100.78 256.72 210.51 3.78 268.41 58.37 12.25 94.99
## 498 40.77 73.65 565.49 79.20 101.54 256.63 212.10 3.64 270.20 58.28 12.17 93.94
## 499 40.77 75.63 565.18 79.25 104.14 261.00 220.83 3.61 270.76 61.14 12.53 96.09
## 500 40.01 74.46 571.92 78.54 105.55 260.14 215.52 3.49 262.61 61.35 12.47 94.04
## 501 40.13 75.53 580.51 78.67 106.47 262.29 220.82 3.46 259.80 61.23 12.72 93.60
## 502 40.17 72.47 578.63 78.16 106.81 266.04 222.00 3.56 263.55 60.79 13.33 96.10
##        MTB   MTSI     M   MSGS   MANH   MAN  CART   MRO    MPC     MKL   MKTX
## 497 173.82 101.54 15.03 207.49 272.54 73.10 37.87 27.36 163.87 1578.48 258.38
## 498 174.05 100.01 15.12 207.04 269.20 73.50 39.87 27.43 164.67 1569.39 259.83
## 499 179.86 105.57 15.33 209.60 275.17 75.18 41.83 27.89 166.35 1584.66 259.33
## 500 179.56 103.70 15.30 207.02 275.94 73.71 42.14 27.93 164.39 1570.59 257.27
## 501 177.62 107.02 15.15 206.10 281.28 73.82 40.22 27.77 164.22 1572.27 257.49
## 502 174.79 106.24 15.07 206.72 286.00 73.87 40.08 27.58 162.45 1572.16 260.95
##        MAR      VAC    MMC    MLM  MRVL   MAS   MASI    MTZ     MA  MTDR  MTCH
## 497 235.61 73.14297 228.07 534.04 72.77 81.25 115.01 116.58 500.99 51.96 35.94
## 498 238.74 71.54000 226.19 534.01 71.55 81.69 114.31 116.96 494.76 51.70 36.26
## 499 244.46 74.58000 224.61 548.71 74.88 83.24 111.73 124.51 493.01 52.20 36.84
## 500 244.39 74.49000 223.55 546.29 73.87 82.11 121.42 126.14 492.74 52.20 36.30
## 501 241.67 75.22000 224.57 545.40 71.81 82.52 125.00 125.39 497.14 52.53 36.77
## 502 247.38 76.07000 223.24 535.92 71.20 83.05 126.18 124.00 487.41 51.95 37.32
##       MAT   MKC    MCD    MCK   MDU  MPW   MEDP   MDT    MRK   META   MET
## 497 19.26 84.50 293.75 513.91 26.42 6.24 354.65 88.63 118.29 536.32 78.28
## 498 19.42 83.92 292.03 511.62 26.16 5.94 361.29 88.13 118.64 537.95 79.25
## 499 19.54 83.34 293.85 508.16 26.62 5.77 369.18 89.47 117.23 559.10 81.09
## 500 19.23 82.99 296.83 508.00 27.28 5.76 365.70 89.34 117.17 561.35 80.85
## 501 19.15 83.19 299.06 505.00 27.68 5.88 361.95 89.86 115.63 564.41 81.46
## 502 19.16 83.76 300.27 480.49 27.60 6.10 355.82 89.76 114.96 563.33 80.45
##         MTD   MTG   MGM  MCHP    MU   MSFT   MSTR    MAA   MIDD   MKSI  MRNA
## 497 1383.47 25.30 37.21 77.00 88.73 435.15 131.27 164.00 139.19 109.10 71.99
## 498 1402.69 25.42 36.96 76.36 87.35 430.81 132.67 163.92 139.67 107.84 69.86
## 499 1443.03 25.71 37.75 78.83 89.25 438.69 144.66 164.51 144.15 114.10 68.02
## 500 1406.11 25.38 37.31 77.01 90.90 435.27 144.78 162.46 141.31 109.88 65.69
## 501 1405.90 25.74 36.85 77.06 93.57 433.51 149.97 163.66 142.25 109.45 64.14
## 502 1442.66 25.29 37.35 77.50 94.00 429.17 153.88 162.89 144.82 109.23 63.94
##        MHK    MOH   TAP  MDLZ    MDB   MPWR  MNST    MCO     MS   MORN   MOS
## 497 154.95 353.05 56.08 75.10 286.80 867.31 51.07 482.73  99.84 320.20 25.65
## 498 156.61 355.15 55.34 75.05 280.11 860.66 52.35 484.67  99.30 316.32 25.88
## 499 158.17 349.91 55.32 74.78 283.86 911.12 51.83 490.11 100.73 320.82 26.73
## 500 157.60 351.42 54.49 74.28 278.45 891.32 51.18 494.66 102.47 320.69 25.56
## 501 157.91 347.98 55.06 74.57 279.48 893.29 52.33 479.00 102.47 323.74 25.34
## 502 157.08 346.29 54.61 74.16 279.92 911.00 52.45 479.38 102.58 318.98 25.60
##        MSI    MP    MSA   MSM   MSCI   MUSA  NDAQ   NTRA   NFG   NSA  NCNO
## 497 438.91 14.21 179.41 81.88 556.38 527.27 72.70 127.21 60.84 48.14 29.72
## 498 436.58 14.12 184.32 81.95 551.57 515.34 72.90 127.10 60.30 48.40 29.88
## 499 438.81 14.20 184.68 86.17 555.31 492.76 74.29 127.13 60.36 48.13 30.73
## 500 442.57 13.89 181.01 83.86 551.41 496.47 74.29 127.78 60.30 48.57 30.44
## 501 447.11 14.23 182.29 85.33 560.16 495.15 74.01 123.54 61.22 49.13 30.09
## 502 450.13 16.00 180.85 86.05 560.75 487.04 73.67 123.08 60.67 48.68 30.61
##       NTAP   NFLX   NBIX    NFE   NYT  NWL    NEU   NEM  NWSA   NWS   NXST
## 497 119.04 706.91 122.31 11.290 55.47 7.47 554.50 53.11 26.34 27.65 169.02
## 498 119.35 690.47 119.85 10.630 55.06 7.33 548.04 53.06 26.45 27.78 167.92
## 499 120.08 704.32 120.46 10.600 54.56 7.48 553.98 53.52 26.54 27.88 167.66
## 500 122.22 701.03 118.35  9.490 54.49 7.44 540.12 54.47 26.34 27.68 166.40
## 501 122.92 705.37 117.75  9.900 55.09 7.25 553.46 54.48 26.49 27.83 165.74
## 502 122.95 722.26 116.49  9.995 55.08 7.08 556.03 55.85 26.71 28.10 167.58
##       NEE   NKE    NI   NNN   NDSN   JWN    NSC  NTRS    NOC  NCLH   NOV   NRG
## 497 84.97 80.64 34.18 48.55 255.18 22.56 246.24 90.65 520.75 19.76 16.39 81.32
## 498 84.28 80.90 34.07 48.44 255.61 22.56 249.29 90.31 521.63 19.84 16.43 81.95
## 499 82.29 80.98 33.83 47.46 260.03 22.91 251.86 92.62 522.26 20.21 16.90 81.83
## 500 82.76 86.52 34.08 47.79 255.58 23.02 247.86 91.90 525.13 20.89 16.90 87.09
## 501 84.82 86.20 34.27 48.23 255.39 23.00 246.00 91.51 533.14 20.99 16.75 88.00
## 502 84.29 87.46 34.25 48.07 257.92 23.21 246.93 91.41 529.86 20.96 16.75 87.92
##        NU    NUE  NTNX   NVT   NVDA     NVR    ORLY   OXY   OGE  OKTA   ODFL
## 497 15.14 142.18 58.05 66.56 115.59 9485.57 1127.92 52.06 40.82 74.21 194.66
## 498 14.85 142.98 57.40 67.00 113.37 9461.98 1133.19 51.75 40.61 73.89 196.75
## 499 14.80 149.00 58.99 70.47 117.87 9659.65 1115.65 52.03 40.12 75.02 204.52
## 500 14.63 146.31 60.82 70.46 116.00 9473.01 1109.05 51.64 40.71 75.75 193.97
## 501 14.69 147.00 61.06 70.33 116.26 9707.71 1119.84 52.24 40.99 76.18 196.17
## 502 14.80 150.61 60.64 69.55 120.87 9644.09 1129.22 52.40 40.77 75.83 198.42
##       ORI   OLN   OLLI   OHI      OMC    ON   OMF   OKE   ONTO   ORCL   OGN
## 497 35.39 43.52  99.00 40.55 101.0446 71.42 48.53 94.66 192.05 167.47 20.55
## 498 35.51 43.07  98.13 41.29 101.9187 70.64 48.26 93.90 187.77 164.53 19.97
## 499 35.58 44.92  97.81 40.48 103.2000 73.35 50.15 93.77 203.08 167.59 20.18
## 500 35.32 44.10  98.99 40.41 102.3000 69.57 49.09 93.97 199.91 168.00 19.49
## 501 35.65 44.52 101.68 41.01 102.3100 69.74 48.33 95.27 200.52 165.95 19.72
## 502 35.19 46.00 102.06 41.05 101.7300 70.47 45.91 95.23 199.34 165.80 19.66
##        OSK  OTIS   OVV     OC  PCAR    PKG  PLTR   PANW PARAA  PARA    PK
## 497 104.09 96.09 39.93 170.79 97.99 213.20 36.45 337.93 21.84 10.44 14.38
## 498 105.23 93.99 39.95 172.33 96.32 212.40 36.38 329.75 21.94 10.56 14.65
## 499 102.50 96.38 40.38 178.15 99.52 215.66 36.83 333.60 21.88 10.46 15.70
## 500 100.55 95.52 40.52 174.20 98.91 212.90 37.20 340.12 22.24 10.37 15.60
## 501 101.58 96.25 41.22 174.35 98.79 214.50 37.95 344.17 21.90 10.38 15.26
## 502 102.51 98.93 40.70 174.42 99.17 215.12 36.90 343.52 21.90 10.55 15.17
##         PH    PSN   PAYX   PAYC  PYCR   PCTY  PYPL  PEGA  PENN    PAG   PNR
## 497 605.17  98.10 134.93 169.04 13.73 161.31 71.77 66.47 19.78 157.61 93.91
## 498 609.03  97.78 132.50 170.94 13.71 160.76 73.12 66.35 19.62 157.60 93.48
## 499 626.05  99.92 133.17 172.93 14.47 163.37 77.57 67.49 20.05 161.92 95.26
## 500 623.77  99.89 133.26 170.24 14.02 162.58 76.76 68.15 20.08 158.49 94.80
## 501 618.72 101.35 134.06 172.58 13.98 164.19 77.67 69.97 19.51 159.46 95.95
## 502 625.37 100.97 133.63 173.72 14.13 165.41 78.34 72.12 18.81 160.85 96.62
##        PEN    PEP  PFGC    PR  PRGO   PFE   PCG     PM    PSX   PPC   PNFP
## 497 187.06 176.87 75.87 13.88 28.02 29.83 19.86 123.23 128.30 41.47  96.11
## 498 195.58 175.21 75.48 13.86 28.16 29.75 19.51 120.96 130.31 42.16  97.36
## 499 200.82 174.66 77.02 14.02 27.77 29.66 19.60 119.74 132.55 43.25 100.56
## 500 195.00 171.18 77.01 13.90 27.13 29.42 20.08 120.79 129.97 41.77  99.99
## 501 194.90 172.11 77.59 14.18 27.06 29.31 20.03 121.09 131.11 43.01  99.75
## 502 191.40 169.92 77.40 14.14 26.54 29.50 19.82 121.21 129.47 43.07  97.91
##       PNW  PINS  PLNT     PLTK    PNC   PII   POOL   BPOP   POST    PPG   PPL
## 497 89.97 29.36 81.62 7.734396 181.49 84.63 371.86  98.95 114.65 127.46 32.40
## 498 90.22 29.89 83.17 7.793663 182.57 83.48 368.93  99.68 115.15 127.46 32.15
## 499 89.02 30.52 84.07 8.089999 187.20 85.86 372.09 102.13 114.49 129.23 31.79
## 500 90.28 30.38 84.34 7.820000 186.36 84.33 364.37 100.54 114.49 126.50 32.46
## 501 90.20 30.46 82.03 7.770000 185.09 82.66 368.30 100.62 114.59 127.30 32.84
## 502 89.24 31.65 83.52 7.820000 184.62 84.95 371.91 100.28 114.20 128.32 32.57
##      PINC   TROW    PRI   PFG  PCOR     PG    PGR    PLD    PB    PRU    PTC
## 497 20.53 107.92 256.56 83.82 57.48 175.88 256.91 128.87 72.94 118.68 175.70
## 498 20.48 108.13 255.84 83.73 56.86 173.92 257.66 127.02 72.94 119.44 175.13
## 499 20.35 110.55 258.50 85.62 60.04 171.54 255.30 128.50 74.26 121.80 179.13
## 500 19.89 108.29 258.60 85.61 59.49 174.22 259.24 125.47 72.60 121.36 175.90
## 501 19.89 108.10 264.78 85.78 58.89 173.77 257.60 126.63 72.35 120.79 177.96
## 502 19.59 109.47 263.34 85.29 61.15 173.24 256.54 126.68 71.34 119.81 177.79
##        PSA   PEG    PHM  PSTG   PVH  QGEN   QRVO   QCOM    PWR   QS    DGX
## 497 357.57 84.73 140.46 49.80 96.16 45.66 100.00 168.70 273.92 6.00 155.38
## 498 360.72 84.24 140.99 49.28 96.30 45.68  99.80 168.30 272.06 5.80 155.48
## 499 358.62 83.44 144.98 49.75 97.55 45.59 103.17 173.92 289.73 5.93 155.12
## 500 361.72 86.76 141.86 50.72 97.13 44.90 102.26 168.92 290.89 5.83 152.99
## 501 365.01 87.90 143.54 50.19 96.94 44.46 102.18 165.96 296.13 5.70 153.98
## 502 361.99 87.72 143.26 49.81 96.05 44.86 102.97 166.95 298.24 5.77 153.08
##      QDEL   RCM     RL   RRC    RJF   RYN    RTX    RBC     O    RRX   REG
## 497 46.35 14.16 184.21 29.53 120.68 31.70 118.73 290.50 62.49 163.75 73.68
## 498 46.23 14.18 183.61 29.99 121.12 31.58 118.04 292.16 62.19 165.72 73.36
## 499 46.23 14.15 184.76 30.51 124.11 31.77 118.82 299.69 60.70 174.25 72.13
## 500 45.40 14.16 185.31 30.61 124.31 31.87 118.15 295.45 61.63 169.67 71.59
## 501 44.74 14.13 185.90 31.52 124.68 31.91 120.27 297.91 62.32 167.81 72.14
## 502 45.39 14.15 190.61 31.10 124.16 32.25 120.04 302.79 62.56 168.48 72.53
##        REGN    RF    RGA     RS    RNR   RGEN    RSG    RMD   RVTY  REXR  REYN
## 497 1146.75 22.53 216.96 280.61 263.58 136.39 201.75 250.88 122.71 51.26 31.35
## 498 1138.81 22.72 218.50 277.11 262.96 142.03 199.18 238.03 124.59 51.02 31.41
## 499 1150.19 23.36 218.74 286.14 260.96 145.78 200.91 242.98 126.48 52.18 31.33
## 500 1145.03 23.11 219.62 281.08 263.67 142.97 201.39 244.94 122.89 51.13 32.17
## 501 1091.98 22.91 220.26 283.73 264.55 140.43 202.81 246.18 122.07 51.81 31.08
## 502 1045.98 22.92 219.38 289.42 262.64 142.85 203.36 247.15 124.94 52.02 30.99
##         RH   RNG   RBA  RITM  RIVN    RLI   RHI  HOOD  RBLX   RKT    ROK  ROIV
## 497 330.75 30.04 84.36 11.89 13.10 153.27 63.86 22.64 45.74 20.67 263.20 12.05
## 498 334.68 30.09 83.90 11.81 12.90 152.82 63.71 22.95 45.28 20.42 262.74 12.00
## 499 348.93 30.36 85.31 11.91 13.15 153.37 66.00 22.81 46.30 19.19 268.23 11.92
## 500 344.28 30.32 84.41 11.88 11.71 152.62 66.80 22.73 46.03 18.83 261.60 11.97
## 501 345.54 30.42 84.37 11.78 11.91 154.06 68.28 22.70 45.53 19.16 261.06 11.90
## 502 344.60 30.62 84.20 11.81 11.84 153.32 67.99 22.77 47.11 19.46 261.98 11.69
##      ROKU   ROL    ROP   ROST      RCL   RGLD  RPRX    RPM  RYAN      R   SPGI
## 497 74.67 51.40 551.83 150.32 168.0074 140.26 28.24 123.08 63.59 142.90 522.38
## 498 77.36 50.25 549.93 150.73 168.1570 139.14 28.21 122.68 62.81 143.09 519.52
## 499 77.45 50.10 560.86 154.44 171.1600 140.41 27.99 125.00 62.71 147.87 524.22
## 500 76.02 50.15 558.04 154.31 174.0500 143.61 27.54 122.90 63.53 146.00 523.67
## 501 73.80 50.50 557.75 149.98 175.9000 143.78 27.71 124.14 64.11 147.21 521.08
## 502 76.36 50.73 551.98 152.27 179.6300 146.36 27.71 123.24 67.50 148.46 518.11
##       SAIA   SAIC    CRM   SLM   SRPT   SBAC  HSIC   SLB  SNDR   SMG     SEB
## 497 438.37 134.05 254.79 21.58 125.69 245.00 71.24 41.50 28.05 71.83 3150.65
## 498 444.29 134.51 252.43 21.74 125.01 239.91 72.46 41.42 28.18 72.75 3158.78
## 499 453.83 134.74 265.99 22.08 127.10 238.29 72.54 42.75 28.65 74.55 3181.32
## 500 436.78 135.48 266.80 22.07 127.21 239.47 71.15 42.41 27.86 73.88 3300.00
## 501 441.54 137.78 264.21 22.07 124.79 240.53 71.63 42.90 27.96 77.92 3225.20
## 502 455.73 137.45 270.44 21.53 125.49 241.98 70.70 42.98 28.35 81.21 3174.39
##       SEE   SEG  SEIC   SRE    ST     S   SCI    NOW     SN    SHW  FOUR  SLGN
## 497 34.59 30.74 67.82 83.95 35.72 24.93 80.56 885.83 103.47 378.00 83.94 51.40
## 498 34.80 31.46 68.02 82.94 35.44 24.29 79.54 890.39 104.99 375.31 83.58 51.45
## 499 35.60 33.27 69.18 82.51 36.41 25.09 79.77 919.25 106.86 379.75 85.89 52.02
## 500 35.09 29.51 68.10 83.18 35.35 24.40 79.50 937.36 105.77 378.52 86.90 51.37
## 501 35.41 28.14 68.81 84.04 35.62 24.29 79.50 925.55 104.86 381.87 86.52 51.33
## 502 35.61 26.74 68.79 83.02 36.01 24.25 79.50 923.60 106.39 381.56 86.99 51.23
##        SPG    SSD  SIRI   SITE   SKX  SWKS  SMAR    SJM    SW    SNA   SNOW
## 497 164.35 184.51 23.27 146.92 67.94 96.75 51.77 119.71 47.33 280.08 111.63
## 498 164.35 186.98 23.27 146.97 68.11 96.23 51.65 120.48 47.86 280.66 110.78
## 499 167.06 195.15 24.02 153.52 61.56 99.46 50.81 119.30 49.02 286.11 114.02
## 500 166.55 189.26 24.95 149.18 63.01 97.76 51.44 118.74 47.41 283.19 110.27
## 501 168.15 192.09 25.60 149.01 63.10 98.11 52.09 118.98 46.74 284.80 113.26
## 502 170.11 191.33 24.10 150.46 64.99 98.73 55.46 117.43 47.50 284.41 112.50
##     SOFI  SOLV   SON   SHC    SO   SCCO   LUV  SWN   SPB   SPR   SPOT  SSNC
## 497 8.12 72.33 55.68 16.66 89.65  99.18 28.44 6.29 91.83 33.05 342.15 75.53
## 498 8.11 72.13 55.08 16.74 89.01 101.30 28.90 6.35 91.86 32.93 343.97 75.36
## 499 8.19 72.34 54.98 16.55 88.86 104.89 28.94 6.56 92.94 32.79 360.22 76.46
## 500 8.05 69.95 54.54 16.66 89.70 103.60 29.04 6.72 93.53 33.12 365.17 75.53
## 501 7.92 70.12 54.29 16.64 90.52 106.06 29.63 6.88 93.23 33.48 369.01 75.27
## 502 7.83 70.04 54.27 16.83 89.73 113.72 29.75 6.86 92.90 33.22 380.36 74.83
##      STAG    SWK  SBUX  STWD   STT   STLD  SRCL    STE    SF    SYK    SUI
## 497 39.89 103.00 96.44 20.56 86.69 114.49 61.68 241.68 89.59 363.95 144.74
## 498 39.62 104.87 96.12 20.79 87.16 115.12 61.70 238.38 89.98 361.36 143.11
## 499 39.97 108.02 96.90 21.11 89.31 120.09 61.70 239.46 92.87 365.05 144.63
## 500 39.09 106.93 96.05 20.96 88.50 119.83 61.68 236.98 92.47 364.81 140.68
## 501 39.44 107.53 95.48 20.86 89.13 120.96 61.68 239.38 92.41 366.53 140.22
## 502 39.50 107.33 94.45 20.92 88.91 124.67 61.71 238.24 92.83 361.00 139.10
##       SMCI   SYF   SNPS      SNV   SYY   TMUS   TTWO   TPR   TRGP    TGT    SNX
## 497 439.38 49.19 502.25 44.39219 77.78 202.70 152.71 43.28 152.02 151.96 116.16
## 498 436.88 48.89 495.95 44.65000 74.54 196.68 153.33 43.13 152.19 153.60 115.58
## 499 437.20 51.03 514.12 45.58000 74.14 199.64 153.66 42.82 152.21 156.49 118.83
## 500 457.27 50.58 506.65 45.00000 75.19 199.44 148.78 42.57 152.83 154.75 118.03
## 501 465.94 49.70 505.79 44.53000 76.18 202.46 149.73 44.12 155.53 155.29 118.58
## 502 463.61 48.21 506.83 43.72000 76.41 201.44 150.90 45.40 156.46 156.18 118.88
##       FTI    TDY    TFX   TPX    THC   TDC    TER   TSLA  TTEK    TXN    TPL
## 497 25.49 428.89 241.44 52.87 156.96 28.83 129.71 227.87 46.36 201.39 873.51
## 498 25.36 426.75 241.53 52.97 161.07 28.64 127.86 227.20 45.75 200.71 881.80
## 499 26.35 436.61 245.68 54.69 167.20 29.09 133.82 243.92 46.69 207.60 915.66
## 500 27.22 432.13 242.50 53.77 165.16 29.07 128.95 238.25 46.11 203.30 936.28
## 501 27.38 432.74 244.87 54.15 168.03 29.32 129.69 250.00 46.79 203.85 952.13
## 502 27.80 435.28 245.90 54.00 166.33 29.25 131.02 254.27 47.10 204.94 940.60
##       TXRH   TXT    TMO  TFSL    THO   TKR    TJX    TKO  TOST    TOL    BLD
## 497 165.62 88.69 610.49 13.18 105.25 81.58 117.84 121.03 26.75 150.66 402.78
## 498 163.11 87.49 610.12 13.20 104.60 81.24 117.25 122.45 26.31 150.14 398.06
## 499 172.49 88.94 620.25 13.48 107.35 84.15 118.29 124.50 26.96 153.12 419.82
## 500 169.71 87.91 613.69 13.05 103.51 82.59 117.93 121.94 27.71 150.44 406.10
## 501 175.28 86.89 610.35 13.09 103.19 83.24 117.13 122.00 27.65 153.50 407.16
## 502 175.58 86.68 611.88 13.12 109.47 83.93 117.65 121.89 27.99 153.32 405.83
##       TTC   TPG   TSCO    TTD     TW     TT     TDG    TRU   TNL    TRV  TREX
## 497 86.36 57.46 276.75 105.84 118.52 374.60 1375.45  99.97 42.63 241.54 67.86
## 498 85.38 57.99 275.49 108.02 118.82 371.59 1373.70 101.14 42.67 239.75 68.00
## 499 85.50 59.33 273.97 110.14 120.38 381.39 1389.85 105.53 44.19 237.58 71.24
## 500 84.90 58.72 274.89 109.51 119.48 384.93 1408.03 105.14 44.50 238.53 69.15
## 501 85.80 58.60 276.85 108.53 121.06 387.38 1417.98 105.09 45.02 239.35 69.66
## 502 86.60 58.68 277.57 110.79 121.92 383.75 1420.90 105.99 45.91 237.98 69.81
##      TRMB  TRIP   TFC   DJT  TWLO    TYL   TSN  UHAL   USB     X  UBER     UI
## 497 58.31 13.92 41.88 16.14 60.10 579.39 61.80 73.48 44.68 36.23 72.78 207.16
## 498 58.05 14.06 42.02 15.62 60.50 579.49 61.81 72.72 45.18 36.78 73.50 207.65
## 499 60.20 14.55 42.93 14.70 62.63 580.25 61.67 75.00 46.47 38.08 75.28 213.80
## 500 58.57 14.90 42.32 13.55 63.22 577.80 60.14 74.62 46.01 38.96 73.94 217.28
## 501 58.57 14.58 42.19 12.15 63.03 583.74 60.42 74.44 45.86 38.61 74.71 219.63
## 502 58.52 14.83 41.98 12.79 63.00 585.15 60.52 76.83 45.64 37.80 77.44 219.96
##       UDR   UGI  PATH   ULTA  RARE  UAA   UA    UNP   UAL    UPS    URI   UTHR
## 497 46.37 23.82 12.27 397.00 58.49 7.79 7.36 253.55 52.64 130.65 771.26 345.02
## 498 46.19 24.15 12.30 402.72 57.70 7.69 7.31 251.20 52.96 130.65 773.29 342.59
## 499 46.15 24.49 12.45 403.29 58.78 7.93 7.49 248.44 52.59 132.13 793.94 351.33
## 500 45.62 24.03 12.49 402.01 58.75 7.99 7.60 245.39 52.17 128.60 783.60 353.00
## 501 46.35 24.42 12.91 393.84 57.56 7.76 7.40 244.00 52.36 128.74 798.95 355.59
## 502 46.02 24.72 12.95 402.50 57.48 7.99 7.58 248.96 53.63 129.52 802.26 357.87
##         UWMC    UNH     U   OLED    UHS   UNM  USFD    MTN    VLO    VMI   VVV
## 497 8.839776 577.96 20.63 204.68 232.28 56.40 61.18 182.40 135.80 279.13 41.13
## 498 8.820001 580.65 20.22 204.39 234.69 56.24 60.91 183.35 136.66 279.50 41.03
## 499 8.510000 577.07 20.29 210.85 237.79 56.89 61.95 186.97 138.69 284.34 41.60
## 500 8.420000 575.00 20.81 211.44 238.02 57.35 61.58 185.00 134.46 282.08 41.21
## 501 8.630000 573.41 21.37 212.93 240.59 58.24 61.65 186.50 135.18 286.48 41.40
## 502 8.630000 575.19 23.19 214.35 241.52 57.41 61.79 188.32 132.82 286.52 41.64
##       VEEV   VTR   VLTO   VRSN   VRSK    VZ   VRTX   VRT  VSTS   VFC  VTRS
## 497 214.80 64.43 108.94 182.86 267.02 44.08 481.26 87.29 15.17 18.40 11.82
## 498 215.48 64.21 108.09 179.27 264.76 43.88 474.16 87.66 15.19 19.11 11.90
## 499 214.39 62.20 109.47 182.42 265.96 43.94 477.90 92.06 15.60 18.65 11.90
## 500 214.88 62.17 109.47 181.22 264.85 44.33 464.92 94.54 15.71 18.65 11.39
## 501 211.04 64.21 110.25 182.55 265.27 44.26 460.00 96.07 15.44 18.35 11.47
## 502 207.91 63.96 111.40 183.88 264.79 44.66 462.99 97.39 15.68 18.75 11.45
##       VICI  VKTX  VNOM  VIRT      V       VST   VNT   VNO  VOYA    VMC   WPC
## 497 33.277 62.94 44.84 32.36 291.56  90.93378 33.46 37.60 76.87 245.12 63.21
## 498 33.060 64.45 45.04 32.37 288.48  90.97368 33.21 38.88 76.78 244.40 63.53
## 499 32.810 68.16 45.45 31.64 285.24  92.52000 34.01 38.99 77.88 253.67 63.12
## 500 33.070 70.47 45.66 30.95 284.77 107.88000 33.24 38.80 76.62 252.05 62.24
## 501 33.260 65.01 46.92 31.15 288.63 111.63000 33.38 39.12 77.03 252.33 63.35
## 502 33.120 61.93 47.53 31.31 272.78 112.40000 33.27 39.38 77.70 249.87 63.30
##          WRB     GWW    WAB  WBA   WMT   DIS  WBD     WM    WAT    WSO     W
## 497 57.79610 1013.98 174.13 9.06 78.60 92.86 8.45 203.12 328.97 491.76 50.45
## 498 57.47794 1013.18 173.72 9.01 79.03 93.58 8.42 201.88 333.37 486.54 50.75
## 499 57.18960 1030.10 178.24 8.98 78.04 93.45 8.40 204.64 338.45 500.25 54.33
## 500 57.12000 1032.22 179.22 8.71 79.06 93.75 8.24 204.10 336.56 489.61 52.85
## 501 57.44000 1042.08 179.32 8.56 80.33 92.97 8.16 207.10 339.71 496.76 53.04
## 502 56.65000 1040.71 180.62 8.53 80.67 93.69 8.32 207.52 343.84 494.64 54.03
##      WFRD   WBS   WEC   WFC   WELL   WEN    WCC    WST   WAL   WDC    WU    WLK
## 497 93.90 45.97 95.74 54.51 127.46 17.77 167.63 295.86 83.22 65.89 11.87 143.11
## 498 91.50 46.79 95.24 54.26 127.67 17.63 166.69 309.18 84.85 64.42 11.90 143.10
## 499 93.32 48.36 93.78 55.80 125.39 17.87 172.69 311.20 88.41 65.97 11.67 146.00
## 500 95.77 48.03 94.72 56.29 125.27 17.44 167.95 308.15 87.69 66.75 11.74 144.28
## 501 96.04 47.43 95.18 55.11 128.59 17.69 167.77 306.73 86.33 66.29 11.98 145.20
## 502 94.46 46.40 94.54 54.16 127.60 17.58 168.03 309.71 84.85 66.46 12.00 147.93
##        WEX    WY    WHR     WTM   WMB    WSM    WTW   WSC   WING   WTFC WOLF
## 497 202.80 33.25 101.84 1704.67 45.53 147.22 292.94 40.19 416.66 108.07 8.60
## 498 202.45 33.10 100.93 1687.79 45.18 147.55 292.50 39.17 412.70 107.82 8.34
## 499 206.01 33.59 103.37 1722.06 44.89 150.08 288.81 38.85 421.53 110.20 8.81
## 500 207.11 33.24 102.41 1723.93 45.38 148.81 288.35 39.80 419.90 108.26 8.10
## 501 208.02 33.55 102.32 1731.00 46.22 153.43 290.85 40.45 427.92 108.21 8.13
## 502 209.77 33.78 103.56 1713.95 46.03 152.78 289.21 40.99 426.86 107.66 8.20
##        WWD   WDAY    WH  WYNN   XEL    XP    XPO    XYL  YETI    YUM   ZBRA
## 497 165.09 248.12 78.27 80.00 64.50 19.62 110.81 133.14 39.27 132.35 354.52
## 498 164.42 248.47 78.84 78.78 64.36 19.63 111.49 132.86 39.06 130.60 351.83
## 499 167.77 247.43 80.11 80.18 64.06 19.76 115.30 136.30 39.96 131.09 363.79
## 500 168.04 248.29 79.40 79.71 64.13 18.33 112.50 134.81 39.77 129.71 366.76
## 501 169.81 245.03 79.35 80.21 63.96 17.52 113.11 134.51 39.12 130.37 362.39
## 502 169.28 246.95 80.25 84.16 64.17 18.13 115.13 133.04 39.10 133.80 364.43
##        ZG     Z    ZBH  ZION    ZTS    ZM    ZI     ZS
## 497 60.88 62.81 106.24 46.92 195.71 68.11 10.60 170.32
## 498 63.20 65.11 106.28 47.01 196.48 66.04 10.35 168.52
## 499 65.79 67.84 106.34 48.45 193.24 66.91 10.64 172.58
## 500 65.05 67.09 106.42 47.99 192.64 67.53 10.29 172.71
## 501 63.64 65.52 107.57 47.30 193.59 68.79 10.28 174.79
## 502 65.17 67.26 107.81 47.03 193.69 69.43 10.23 174.15
nrow(unique(historical_prices)) # Check unique rows in dataset
## [1] 502
str(historical_prices)
## 'data.frame':    502 obs. of  1001 variables:
##  $ Date : chr  "2022-09-26 00:00:00-04:00" "2022-09-27 00:00:00-04:00" "2022-09-28 00:00:00-04:00" "2022-09-29 00:00:00-04:00" ...
##  $ TXG  : num  28.8 29.3 31.7 29.9 28.5 ...
##  $ MMM  : num  85.6 85.1 86.5 85 83.7 ...
##  $ AOS  : num  47.7 47.6 48.7 47 46.9 ...
##  $ AAON : num  36.1 36 36.7 35.8 35.5 ...
##  $ ABT  : num  96 94.5 94.9 94.5 93 ...
##  $ ABBV : num  131 131 134 132 124 ...
##  $ ACHC : num  77.1 76.7 80.1 79.9 78.2 ...
##  $ ACN  : num  249 248 254 250 249 ...
##  $ AYI  : num  157 153 157 153 157 ...
##  $ ADBE : num  277 278 281 278 275 ...
##  $ ADT  : num  7.18 7.14 7.37 7.13 7.13 ...
##  $ AAP  : num  151 153 156 153 150 ...
##  $ WMS  : num  119 119 124 122 123 ...
##  $ AMD  : num  66.3 67.2 68.4 64.1 63.4 ...
##  $ ACM  : num  66.4 66.2 68.4 66.9 67.1 ...
##  $ AES  : num  21.5 20.8 21.5 21.3 21.1 ...
##  $ AMG  : num  114 113 115 113 112 ...
##  $ AFRM : num  19 19.4 20.7 19.1 18.8 ...
##  $ AFL  : num  54.3 54 54.6 54 53.7 ...
##  $ AGCO : num  87.3 86.8 89.7 88.8 88.4 ...
##  $ A    : num  121 120 122 121 120 ...
##  $ ADC  : num  63.2 62 63 60.1 61.8 ...
##  $ AGNC : num  7.12 6.72 6.82 6.51 6.31 ...
##  $ AL   : num  29 29.7 30.7 30.3 29.8 ...
##  $ APD  : num  220 219 223 220 223 ...
##  $ ABNB : num  103 106 111 107 105 ...
##  $ AKAM : num  80.7 80.9 82.2 80.5 80.3 ...
##  $ ALK  : num  38.8 39 40.3 39.1 39.2 ...
##  $ ALB  : num  259 264 272 260 259 ...
##  $ ACI  : num  17.9 17.7 18.4 18.1 17.8 ...
##  $ AA   : num  33.7 33.9 34.4 34.6 32.9 ...
##  $ ARE  : num  129 127 130 129 130 ...
##  $ ALGN : num  220 214 212 211 207 ...
##  $ ALLE : num  87.8 86.6 89.3 86.9 87.3 ...
##  $ ALGM : num  21.5 22.3 23.3 22.2 21.9 ...
##  $ LNT  : num  54.1 53 53.3 50.8 49.4 ...
##  $ ALSN : num  31.6 32.5 33.6 33.1 32.7 ...
##  $ ALL  : num  118 117 120 120 118 ...
##  $ ALLY : num  26.4 26 27.1 26.4 25.8 ...
##  $ ALNY : num  197 203 211 209 200 ...
##  $ GOOGL: num  97.9 97.3 99.8 97.2 95.4 ...
##  $ GOOG : num  98.6 97.8 100.5 97.8 95.9 ...
##  $ MO   : num  35 34.4 34.9 34.7 34 ...
##  $ AMZN : num  115 114 118 115 113 ...
##  $ AMCR : num  9.8 9.68 9.89 9.75 9.74 ...
##  $ DOX  : num  75.9 75.6 76.9 76.9 76.7 ...
##  $ AMED : num  103.8 101.7 102.6 100.4 96.8 ...
##  $ AS   : num  NA NA NA NA NA NA NA NA NA NA ...
##  $ AEE  : num  81.3 79.8 80.6 77.3 75.5 ...
##  $ AAL  : num  11.9 12.3 12.8 12.2 12 ...
##  $ AEP  : num  88.3 85.8 86.4 82.3 79.8 ...
##  $ AXP  : num  134 134 137 134 131 ...
##  $ AFG  : num  106 108 109 109 109 ...
##  $ AMH  : num  31.4 30.9 31.4 31 31.1 ...
##  $ AIG  : num  46.3 46.4 46.6 45.6 45.4 ...
##  $ AMT  : num  207 207 207 200 201 ...
##  $ AWK  : num  132 129 132 128 125 ...
##  $ COLD : num  23.9 23.7 24 23.2 23.3 ...
##  $ AMP  : num  245 245 252 246 244 ...
##  $ AME  : num  112 110 113 112 112 ...
##  $ AMGN : num  213 212 217 215 212 ...
##  $ AMKR : num  16.4 16.4 16.5 16.2 16.7 ...
##  $ APH  : num  33.5 33.5 34 33.3 32.9 ...
##  $ ADI  : num  136 137 139 137 134 ...
##  $ NLY  : num  15.5 14.6 14.6 13.8 13.5 ...
##  $ ANSS : num  230 228 232 228 222 ...
##  $ AM   : num  7.61 7.62 8.02 7.92 7.89 ...
##  $ AR   : num  29.3 29.5 30.8 30.3 30.5 ...
##  $ AON  : num  266 267 271 267 264 ...
##  $ APA  : num  30.2 31 32.8 33.1 32.4 ...
##  $ APG  : num  13.5 13.5 14 13.7 13.3 ...
##  $ APLS : num  59.3 61.8 63 65.4 68.3 ...
##  $ APO  : num  46.9 46.9 48 45.7 44.6 ...
##  $ APPF : num  104 104 105 109 105 ...
##  $ AAPL : num  149 150 148 141 137 ...
##  $ AMAT : num  81.5 82.7 84.5 83 80.5 ...
##  $ APP  : num  20.3 20.4 21.4 19.7 19.5 ...
##  $ ATR  : num  94.9 93.6 95.7 94.3 92.6 ...
##  $ APTV : num  83.6 83 85.9 80.4 78.2 ...
##  $ ARMK : num  23.1 22.6 23 22.1 22 ...
##  $ ACGL : num  41.7 43.1 44.5 45.8 45.5 ...
##  $ ADM  : num  77.3 76.6 78.6 76.4 76.3 ...
##  $ ARES : num  60 60.3 61.4 58.7 58.3 ...
##  $ ANET : num  109 111 117 115 113 ...
##  $ AWI  : num  75.6 76.4 78.8 77.3 77.3 ...
##  $ ARW  : num  92.2 92.7 94.2 93 92.2 ...
##  $ AJG  : num  166 166 167 168 168 ...
##  $ ASH  : num  91.5 90.7 92.3 90.9 91.9 ...
##  $ AZPN : num  221 233 240 234 238 ...
##  $ AIZ  : num  141 142 144 142 140 ...
##  $ AGO  : num  44.6 45 46.2 46.5 46.8 ...
##  $ ALAB : num  NA NA NA NA NA NA NA NA NA NA ...
##  $ T    : num  13.8 13.8 13.9 13.6 13.5 ...
##  $ ATI  : num  28 28.2 28.6 27.6 26.6 ...
##  $ TEAM : num  214 215 218 212 211 ...
##  $ ATO  : num  103.5 102 103.4 99.3 96.6 ...
##  $ ADSK : num  184 188 191 189 187 ...
##  $ ADP  : num  219 218 222 218 216 ...
##   [list output truncated]
#the financial information table has N/A values, however, they are saved as text instead of true NA
#replace "N/A" with NA
financial_information[financial_information=="N/A"] <- NA

#transform all metric columns into numeric class
#get all column names
colum_names_fin_info <- colnames(financial_information)

#remove columns that should be charc
columns_no_change <- c("Ticker","longName","Industry","Sector","Recommendation.Key")
colum_names_fin_info <- setdiff(colum_names_fin_info, columns_no_change)

#change columns to numeric
for (col in colum_names_fin_info) {
  financial_information[[col]] <- as.numeric(financial_information[[col]])
}
summary(financial_information)
##     Ticker            longName          Stock.Price        Industry        
##  Length:1000        Length:1000        Min.   :   3.56   Length:1000       
##  Class :character   Class :character   1st Qu.:  45.24   Class :character  
##  Mode  :character   Mode  :character   Median :  90.11   Mode  :character  
##                                        Mean   : 169.66                     
##                                        3rd Qu.: 178.25                     
##                                        Max.   :9644.09                     
##                                                                            
##     Sector          Full.Time.Employees Dividend.Rate    Dividend.Yield   
##  Length:1000        Min.   :     18     Min.   : 0.020   Min.   :0.00020  
##  Class :character   1st Qu.:   4724     1st Qu.: 0.960   1st Qu.:0.01048  
##  Mode  :character   Median :  12042     Median : 1.725   Median :0.01935  
##                     Mean   :  35843     Mean   : 2.422   Mean   :0.02354  
##                     3rd Qu.:  29112     3rd Qu.: 3.080   3rd Qu.:0.03250  
##                     Max.   :2100000     Max.   :35.000   Max.   :0.13750  
##                     NA's   :19          NA's   :316      NA's   :316      
##   Payout.Ratio      X5.Year.Avg.Dividend.Yield      Beta         Trailing.P.E  
##  Min.   :  0.0000   Min.   : 0.020             Min.   :-0.146   Min.   : 2.04  
##  1st Qu.:  0.0000   1st Qu.: 1.170             1st Qu.: 0.838   1st Qu.:16.41  
##  Median :  0.2344   Median : 2.200             Median : 1.096   Median :25.32  
##  Mean   :  0.7447   Mean   : 2.479             Mean   : 1.157   Mean   :  Inf  
##  3rd Qu.:  0.5360   3rd Qu.: 3.330             3rd Qu.: 1.401   3rd Qu.:40.72  
##  Max.   :109.5000   Max.   :13.540             Max.   : 5.883   Max.   :  Inf  
##                     NA's   :355                NA's   :21       NA's   :138    
##   Forward.P.E           Volume          Regular.Market.Volume
##  Min.   :-2263.00   Min.   :     3290   Min.   :     3290    
##  1st Qu.:   12.06   1st Qu.:   617392   1st Qu.:   617392    
##  Median :   18.27   Median :  1288314   Median :  1288314    
##  Mean   :   19.08   Mean   :  3514356   Mean   :  3514356    
##  3rd Qu.:   26.76   3rd Qu.:  3009930   3rd Qu.:  3009930    
##  Max.   :  492.00   Max.   :340270620   Max.   :340270620    
##  NA's   :6                                                   
##  Average.Volume      Average.Volume..10.days.   Market.Cap       
##  Min.   :     2444   Min.   :     2140        Min.   :1.686e+08  
##  1st Qu.:   774267   1st Qu.:   776418        1st Qu.:7.840e+09  
##  Median :  1556948   Median :  1628950        Median :1.546e+10  
##  Mean   :  3876814   Mean   :  4180856        Mean   :5.778e+10  
##  3rd Qu.:  3403290   3rd Qu.:  3643922        3rd Qu.:4.042e+10  
##  Max.   :327422192   Max.   :307341750        Max.   :3.457e+12  
##                                                                  
##   X52.Week.Low     X52.Week.High     Price.Sales..TTM.
##  Min.   :   2.29   Min.   :   5.70   Min.   :-30.243  
##  1st Qu.:  31.34   1st Qu.:  52.77   1st Qu.:  1.398  
##  Median :  62.90   Median : 103.40   Median :  2.949  
##  Mean   : 115.20   Mean   : 188.56   Mean   :  5.238  
##  3rd Qu.: 123.84   3rd Qu.: 200.76   3rd Qu.:  5.622  
##  Max.   :5210.49   Max.   :9764.16   Max.   :746.318  
##                                      NA's   :4        
##  Trailing.Annual.Dividend.Rate Trailing.Annual.Dividend.Yield
##  Min.   : 0.000                Min.   :0.00000               
##  1st Qu.: 0.000                1st Qu.:0.00000               
##  Median : 0.960                Median :0.01027               
##  Mean   : 1.564                Mean   :0.01596               
##  3rd Qu.: 2.223                3rd Qu.:0.02586               
##  Max.   :20.200                Max.   :0.20320               
##                                                              
##  Profit.Margins     Enterprise.to.Revenue Enterprise.to.EBITDA
##  Min.   :-1.21570   Min.   :-250.583      Min.   :-1070.184   
##  1st Qu.: 0.03707   1st Qu.:   1.812      1st Qu.:    9.909   
##  Median : 0.10241   Median :   3.554      Median :   14.807   
##  Mean   : 0.13221   Mean   :   5.590      Mean   :   14.647   
##  3rd Qu.: 0.18028   3rd Qu.:   6.404      3rd Qu.:   21.568   
##  Max.   :29.91756   Max.   : 625.989      Max.   :  512.436   
##                     NA's   :12            NA's   :86          
##  Recommendation.Mean Recommendation.Key Total.Cash.Per.Share
##  Min.   :1.30        Length:1000        Min.   :   0.000    
##  1st Qu.:2.00        Class :character   1st Qu.:   1.766    
##  Median :2.30        Mode  :character   Median :   4.484    
##  Mean   :2.31                           Mean   :  22.424    
##  3rd Qu.:2.60                           3rd Qu.:  10.644    
##  Max.   :4.50                           Max.   :3043.794    
##  NA's   :8                              NA's   :8           
##      EBITDA             Total.Debt         Quick.Ratio     Current.Ratio   
##  Min.   :-4.800e+09   Min.   :0.000e+00   Min.   : 0.012   Min.   : 0.118  
##  1st Qu.: 5.700e+08   1st Qu.:1.586e+09   1st Qu.: 0.591   1st Qu.: 1.002  
##  Median : 1.314e+09   Median :4.107e+09   Median : 0.955   Median : 1.431  
##  Mean   : 3.763e+09   Mean   :1.398e+10   Mean   : 1.545   Mean   : 2.162  
##  3rd Qu.: 3.214e+09   3rd Qu.:1.079e+10   3rd Qu.: 1.496   3rd Qu.: 2.260  
##  Max.   : 1.318e+11   Max.   :9.188e+11   Max.   :77.041   Max.   :77.041  
##  NA's   :79           NA's   :6           NA's   :40       NA's   :40      
##  Total.Revenue        Debt.to.Equity      Revenue.Per.Share  Return.on.Assets  
##  Min.   :-3.661e+08   Min.   :    0.047   Min.   :  -0.734   Min.   :-0.43510  
##  1st Qu.: 2.697e+09   1st Qu.:   38.423   1st Qu.:  15.145   1st Qu.: 0.02297  
##  Median : 6.298e+09   Median :   75.913   Median :  31.855   Median : 0.04564  
##  Mean   : 1.943e+10   Mean   :  184.602   Mean   :  84.775   Mean   : 0.05244  
##  3rd Qu.: 1.550e+10   3rd Qu.:  148.168   3rd Qu.:  68.078   3rd Qu.: 0.07863  
##  Max.   : 6.650e+11   Max.   :30119.252   Max.   :8868.039   Max.   : 0.55258  
##  NA's   :4            NA's   :95          NA's   :4          NA's   :5         
##  Return.on.Equity   Revenue.Growth     Gross.Margins     EBITDA.Margins    
##  Min.   :-7.86395   Min.   :-0.76600   Min.   :-2.3059   Min.   :-1.37613  
##  1st Qu.: 0.06184   1st Qu.:-0.00800   1st Qu.: 0.2809   1st Qu.: 0.09033  
##  Median : 0.13252   Median : 0.04900   Median : 0.4352   Median : 0.18871  
##  Mean   : 0.20363   Mean   : 0.08647   Mean   : 0.4430   Mean   : 0.20794  
##  3rd Qu.: 0.24300   3rd Qu.: 0.12000   3rd Qu.: 0.6276   3rd Qu.: 0.30267  
##  Max.   : 9.75009   Max.   : 6.19000   Max.   : 1.0000   Max.   : 0.96687  
##  NA's   :57         NA's   :9                                              
##  Earnings.Per.Share
##  Min.   :-134.610  
##  1st Qu.:   1.050  
##  Median :   3.415  
##  Mean   :   6.151  
##  3rd Qu.:   7.235  
##  Max.   : 484.130  
## 
#check number of NA
sum(is.na(financial_information)) #1628 NA
## [1] 1628
#columns are now in the correct class, so let us deal with the NA
#Lets look at the distribution of missing values
feat_vars <- names(financial_information)
# Select only columns with NA values, this is done to make the graph more readable
feat_vars_with_na <- feat_vars[colSums(is.na(financial_information[, feat_vars])) > 0]

# Visualize missing data in the selected columns
vis_miss(financial_information[, feat_vars_with_na])

#Dividend related column seems to be the biggest issue
#Let us look at Dividend Yield columns NA

financial_information[is.na(financial_information$Dividend.Rate),]
##      Ticker                                       longName Stock.Price
## 1       TXG                             10x Genomics, Inc.       22.97
## 7      ACHC                Acadia Healthcare Company, Inc.       76.61
## 10     ADBE                                     Adobe Inc.      524.07
## 14      AMD                   Advanced Micro Devices, Inc.      158.32
## 18     AFRM                          Affirm Holdings, Inc.       44.62
## 26     ABNB                                   Airbnb, Inc.      131.48
## 27     AKAM                      Akamai Technologies, Inc.      101.84
## 28      ALK                         Alaska Air Group, Inc.       41.62
## 33     ALGN                         Align Technology, Inc.      249.01
## 35     ALGM                     Allegro MicroSystems, Inc.       23.04
## 40     ALNY                  Alnylam Pharmaceuticals, Inc.      271.00
## 44     AMZN                               Amazon.com, Inc.      193.96
## 47     AMED                                 Amedisys, Inc.       97.01
## 48       AS                              Amer Sports, Inc.       15.21
## 50      AAL                   American Airlines Group Inc.       11.04
## 66     ANSS                                    ANSYS, Inc.      324.19
## 68       AR                   Antero Resources Corporation       28.38
## 71      APG                          APi Group Corporation       33.99
## 72     APLS                  Apellis Pharmaceuticals, Inc.       30.75
## 74     APPF                                 AppFolio, Inc.      238.51
## 77      APP                           AppLovin Corporation      129.08
## 79     APTV                                      Aptiv PLC       72.11
## 81     ACGL                        Arch Capital Group Ltd.      113.35
## 84     ANET                          Arista Networks, Inc.      385.07
## 86      ARW                        Arrow Electronics, Inc.      132.62
## 92     ALAB                              Astera Labs, Inc.       51.17
## 94      ATI                                       ATI Inc.       64.64
## 95     TEAM                          Atlassian Corporation      162.62
## 97     ADSK                                 Autodesk, Inc.      269.65
## 99       AN                               AutoNation, Inc.      178.50
## 100     AZO                                 AutoZone, Inc.     3043.97
## 103    AVTR                                  Avantor, Inc.       26.55
## 105     CAR                        Avis Budget Group, Inc.       87.16
## 107    AXTA                    Axalta Coating Systems Ltd.       36.45
## 109    AXON                          Axon Enterprise, Inc.      393.66
## 110    AZEK                          The AZEK Company Inc.       46.75
## 111    AZTA                                   Azenta, Inc.       48.98
## 119    BRBR                          BellRing Brands, Inc.       60.72
## 123    BILL                            BILL Holdings, Inc.       52.89
## 124     BIO                     Bio-Rad Laboratories, Inc.      327.89
## 126    BIIB                                    Biogen Inc.      194.12
## 127    BMRN                   BioMarin Pharmaceutical Inc.       69.48
## 128    BIRK                        Birkenstock Holding plc       50.17
## 129      BJ             BJ's Wholesale Club Holdings, Inc.       82.04
## 133      SQ                                    Block, Inc.       67.54
## 136      BA                             The Boeing Company      155.81
## 141     SAM                  The Boston Beer Company, Inc.      276.38
## 142     BSX                  Boston Scientific Corporation       83.51
## 144    BFAM          Bright Horizons Family Solutions Inc.      140.69
## 145     BHF                    Brighthouse Financial, Inc.       43.51
## 154    BLDR                     Builders FirstSource, Inc.      193.01
## 156    BURL                        Burlington Stores, Inc.      273.17
## 160    CACI                         CACI International Inc      493.05
## 161    CDNS                   Cadence Design Systems, Inc.      273.32
## 162     CZR                    Caesars Entertainment, Inc.       40.85
## 166    CPRI                         Capri Holdings Limited       38.28
## 170     KMX                                   CarMax, Inc.       76.50
## 171     CCL                     Carnival Corporation & plc       18.73
## 174    CVNA                                    Carvana Co.      172.70
## 176    CTLT                                 Catalent, Inc.       60.14
## 178    CAVA                               CAVA Group, Inc.      127.44
## 181    CCCS        CCC Intelligent Solutions Holdings Inc.       10.93
## 184    CELH                         Celsius Holdings, Inc.       31.63
## 186     CNC                            Centene Corporation       74.40
## 188    CERT                                  Certara, Inc.       10.70
## 190     CRL Charles River Laboratories International, Inc.      200.62
## 192    CHTR                   Charter Communications, Inc.      323.36
## 198     CMG                   Chipotle Mexican Grill, Inc.       57.96
## 204    CIEN                              Ciena Corporation       60.53
## 208    CRUS                             Cirrus Logic, Inc.      122.73
## 213    CLVT                                  Clarivate Plc        6.83
## 214     CLH                            Clean Harbors, Inc.      248.36
## 216     CLF                          Cleveland-Cliffs Inc.       12.43
## 218     NET                               Cloudflare, Inc.       85.50
## 227    COHR                                 Coherent Corp.       89.73
## 228    COIN                          Coinbase Global, Inc.      171.68
## 238    CFLT                                Confluent, Inc.       19.81
## 244    CPRT                                   Copart, Inc.       52.45
## 245     CNM                              Core & Main, Inc.       44.18
## 247    CPAY                                   Corpay, Inc.      308.67
## 249    CSGP                             CoStar Group, Inc.       76.34
## 252    COTY                                      Coty Inc.        9.29
## 253    CPNG                                  Coupang, Inc.       24.94
## 257    CACC                  Credit Acceptance Corporation      447.62
## 259    CROX                                    Crocs, Inc.      144.83
## 260    CRWD                     CrowdStrike Holdings, Inc.      288.54
## 271     DAR                       Darling Ingredients Inc.       36.93
## 272    DDOG                                  Datadog, Inc.      117.31
## 273     DVA                                    DaVita Inc.      161.57
## 274     DAY                                   Dayforce Inc       60.41
## 275    DECK                    Deckers Outdoor Corporation      154.40
## 281    DXCM                                   DexCom, Inc.       68.66
## 287    DOCU                                 DocuSign, Inc.       58.66
## 290    DLTR                              Dollar Tree, Inc.       71.29
## 294    DASH                                 DoorDash, Inc.      141.68
## 295      DV                    DoubleVerify Holdings, Inc.       17.58
## 298    DOCS                                 Doximity, Inc.       41.37
## 299    DKNG                                DraftKings Inc.       39.14
## 300     DBX                                  Dropbox, Inc.       24.93
## 305    DUOL                                 Duolingo, Inc.      269.79
## 307    BROS                                Dutch Bros Inc.       33.96
## 308     DXC                         DXC Technology Company       20.23
## 309      DT                                Dynatrace, Inc.       52.49
## 310     ELF                            e.l.f. Beauty, Inc.      111.42
## 319      EW               Edwards Lifesciences Corporation       66.33
## 320    ELAN              Elanco Animal Health Incorporated       13.88
## 321    ESTC                                   Elastic N.V.       78.19
## 328    ENOV                             Enovis Corporation       43.51
## 329    ENPH                           Enphase Energy, Inc.      116.69
## 332    NVST                   Envista Holdings Corporation       18.84
## 334    EPAM                             EPAM Systems, Inc.      200.22
## 346    ETSY                                     Etsy, Inc.       55.02
## 347    EEFT                        Euronet Worldwide, Inc.      100.39
## 352    EXAS                     Exact Sciences Corporation       68.73
## 353    EXEL                                 Exelixis, Inc.       26.28
## 355    EXPE                            Expedia Group, Inc.      147.92
## 359    FFIV                                       F5, Inc.      223.60
## 361    FICO                         Fair Isaac Corporation     1916.90
## 374    FSLR                              First Solar, Inc.      244.73
## 376      FI                                   Fiserv, Inc.      177.35
## 377    FIVE                               Five Below, Inc.       93.99
## 378    FIVN                                    Five9, Inc.       27.65
## 379     FND                   Floor & Decor Holdings, Inc.      120.72
## 385    FTNT                                 Fortinet, Inc.       77.46
## 387    FTRE                          Fortrea Holdings Inc.       22.21
## 393    FRPT                                 Freshpet, Inc.      140.44
## 394    FYBR           Frontier Communications Parent, Inc.       35.48
## 396     FCN                           FTI Consulting, Inc.      227.34
## 397     GME                                 GameStop Corp.       22.63
## 401      IT                                  Gartner, Inc.      510.94
## 402    GTES               Gates Industrial Corporation plc       17.60
## 405     GEV                                GE Vernova Inc.      255.48
## 407    GNRC                          Generac Holdings Inc.      150.84
## 415    GTLB                                    GitLab Inc.       53.09
## 417     GFS                           GLOBALFOUNDRIES Inc.       39.04
## 418    GLOB                                   Globant S.A.      196.64
## 420    GMED                           Globus Medical, Inc.       70.99
## 421    GDDY                                   GoDaddy Inc.      157.77
## 424    GRAL                                    GRAIL, Inc.       13.24
## 425    LOPE                   Grand Canyon Education, Inc.      144.54
## 427      GO                   Grocery Outlet Holding Corp.       16.28
## 428    GWRE                       Guidewire Software, Inc.      176.05
## 429     GXO                            GXO Logistics, Inc.       51.49
## 435     HCP                                HashiCorp, Inc.       33.83
## 436    HAYW                         Hayward Holdings, Inc.       14.82
## 449    HOLX                                  Hologic, Inc.       81.21
## 455     HHH                    Howard Hughes Holdings Inc.       77.33
## 459    HUBS                                  HubSpot, Inc.      532.11
## 465     IAC                                       IAC Inc.       54.04
## 469    IDXX                       IDEXX Laboratories, Inc.      506.38
## 471    ILMN                                 Illumina, Inc.      128.82
## 472    INCY                             Incyte Corporation       63.70
## 473    INFA                               Informatica Inc.       25.66
## 476    INSP                  Inspire Medical Systems, Inc.      207.73
## 477    PODD                            Insulet Corporation      239.01
## 484    ITCI                 Intra-Cellular Therapies, Inc.       75.52
## 486    ISRG                       Intuitive Surgical, Inc.      484.40
## 489    IONS                    Ionis Pharmaceuticals, Inc.       41.00
## 490    IPGP                      IPG Photonics Corporation       71.14
## 491     IQV                            IQVIA Holdings Inc.      239.57
## 498    JAZZ                       Jazz Pharmaceuticals plc      109.08
## 503     JLL                Jones Lang LaSalle Incorporated      269.43
## 512    KEYS                    Keysight Technologies, Inc.      154.09
## 518     KEX                              Kirby Corporation      124.81
## 525      KD                         Kyndryl Holdings, Inc.       23.45
## 533    LSCC              Lattice Semiconductor Corporation       52.27
## 540   LBRDA                  Liberty Broadband Corporation       76.87
## 541   LBRDK                  Liberty Broadband Corporation       76.86
## 542   LBTYA                            Liberty Global Ltd.       21.23
## 543   LBTYK                            Liberty Global Ltd.       21.71
## 544   FWONA                              Formula One Group       71.57
## 545   FWONK                              Formula One Group       77.45
## 546   LLYVA                             Liberty Live Group       45.82
## 547   LLYVK                             Liberty Live Group       46.81
## 548     LNW                           Light & Wonder, Inc.       90.71
## 555     LYV                Live Nation Entertainment, Inc.      107.43
## 557    LOAR                             Loar Holdings Inc.       72.47
## 563    LCID                              Lucid Group, Inc.        3.56
## 564    LULU                       Lululemon Athletica Inc.      263.55
## 565    LITE                         Lumentum Holdings Inc.       60.79
## 566    LYFT                                     Lyft, Inc.       13.33
## 569    MTSI      MACOM Technology Solutions Holdings, Inc.      106.24
## 571    MSGS             Madison Square Garden Sports Corp.      206.72
## 572    MANH                     Manhattan Associates, Inc.      286.00
## 574    CART                                 Maplebear Inc.       40.08
## 577     MKL                              Markel Group Inc.     1572.16
## 585    MASI                             Masimo Corporation      126.18
## 586     MTZ                                   MasTec, Inc.      124.00
## 589    MTCH                              Match Group, Inc.       37.32
## 590     MAT                                   Mattel, Inc.       19.16
## 596    MEDP                         Medpace Holdings, Inc.      355.82
## 601     MTD              Mettler-Toledo International Inc.     1442.66
## 603     MGM                      MGM Resorts International       37.35
## 607    MSTR                     MicroStrategy Incorporated      153.88
## 609    MIDD                       The Middleby Corporation      144.82
## 611    MRNA                                  Moderna, Inc.       63.94
## 612     MHK                        Mohawk Industries, Inc.      157.08
## 613     MOH                        Molina Healthcare, Inc.      346.29
## 616     MDB                                  MongoDB, Inc.      279.92
## 618    MNST                   Monster Beverage Corporation       52.45
## 624      MP                             MP Materials Corp.       16.00
## 630    NTRA                                   Natera, Inc.      123.08
## 633    NCNO                                    nCino, Inc.       30.61
## 635    NFLX                                  Netflix, Inc.      722.26
## 636    NBIX                   Neurocrine Biosciences, Inc.      116.49
## 654    NCLH            Norwegian Cruise Line Holdings Ltd.       20.96
## 657      NU                               Nu Holdings Ltd.       14.80
## 659    NTNX                                  Nutanix, Inc.       60.64
## 662     NVR                                      NVR, Inc.     9644.09
## 663    ORLY                      O'Reilly Automotive, Inc.     1129.22
## 666    OKTA                                     Okta, Inc.       75.83
## 670    OLLI          Ollie's Bargain Outlet Holdings, Inc.      102.06
## 673      ON                   ON Semiconductor Corporation       70.47
## 676    ONTO                           Onto Innovation Inc.      199.34
## 685    PLTR                     Palantir Technologies Inc.       36.90
## 686    PANW                       Palo Alto Networks, Inc.      343.52
## 691     PSN                            Parsons Corporation      100.97
## 694    PYCR                               Paycor HCM, Inc.       14.13
## 695    PCTY                  Paylocity Holding Corporation      165.41
## 696    PYPL                          PayPal Holdings, Inc.       78.34
## 698    PENN                       PENN Entertainment, Inc.       18.81
## 701     PEN                                 Penumbra, Inc.      191.40
## 703    PFGC                 Performance Food Group Company       77.40
## 710     PPC                    Pilgrim's Pride Corporation       43.07
## 713    PINS                                Pinterest, Inc.       31.65
## 714    PLNT                           Planet Fitness, Inc.       83.52
## 720    POST                            Post Holdings, Inc.      114.20
## 727    PCOR                     Procore Technologies, Inc.       61.15
## 733     PTC                                       PTC Inc.      177.79
## 737    PSTG                             Pure Storage, Inc.       49.81
## 739    QGEN                                    Qiagen N.V.       44.86
## 740    QRVO                                    Qorvo, Inc.      102.97
## 743      QS                       QuantumScape Corporation        5.77
## 745    QDEL                        QuidelOrtho Corporation       45.39
## 746     RCM                                    R1 RCM Inc.       14.15
## 752     RBC                      RBC Bearings Incorporated      302.79
## 756    REGN                Regeneron Pharmaceuticals, Inc.     1045.98
## 761    RGEN                           Repligen Corporation      142.85
## 767      RH                                             RH      344.60
## 768     RNG                              RingCentral, Inc.       30.62
## 771    RIVN                        Rivian Automotive, Inc.       11.84
## 774    HOOD                        Robinhood Markets, Inc.       22.77
## 775    RBLX                             Roblox Corporation       47.11
## 776     RKT                         Rocket Companies, Inc.       19.46
## 778    ROIV                          Roivant Sciences Ltd.       11.69
## 779    ROKU                                     Roku, Inc.       76.36
## 790    SAIA                                     Saia, Inc.      455.73
## 794    SRPT                     Sarepta Therapeutics, Inc.      125.49
## 796    HSIC                             Henry Schein, Inc.       70.70
## 802     SEG               Seaport Entertainment Group Inc.       26.74
## 806       S                              SentinelOne, Inc.       24.25
## 808     NOW                               ServiceNow, Inc.      923.60
## 809      SN                               SharkNinja, Inc.      106.39
## 811    FOUR                          Shift4 Payments, Inc.       86.99
## 816    SITE                 SiteOne Landscape Supply, Inc.      150.46
## 817     SKX                          Skechers U.S.A., Inc.       64.99
## 819    SMAR                                Smartsheet Inc.       55.46
## 823    SNOW                                 Snowflake Inc.      112.50
## 824    SOFI                        SoFi Technologies, Inc.        7.83
## 825    SOLV                          Solventum Corporation       70.04
## 827     SHC                          Sotera Health Company       16.83
## 831     SWN                    Southwestern Energy Company        6.86
## 833     SPR              Spirit AeroSystems Holdings, Inc.       33.22
## 834    SPOT                        Spotify Technology S.A.      380.36
## 842    SRCL                               Stericycle, Inc.       61.71
## 847    SMCI                     Super Micro Computer, Inc.      463.61
## 849    SNPS                                 Synopsys, Inc.      506.83
## 853    TTWO            Take-Two Interactive Software, Inc.      150.90
## 859     TDY             Teledyne Technologies Incorporated      435.28
## 862     THC                   Tenet Healthcare Corporation      166.33
## 863     TDC                           Teradata Corporation       29.25
## 865    TSLA                                    Tesla, Inc.      254.27
## 876     TKO                       TKO Group Holdings, Inc.      121.89
## 877    TOST                                    Toast, Inc.       27.99
## 879     BLD                                 TopBuild Corp.      405.83
## 883     TTD                           The Trade Desk, Inc.      110.79
## 886     TDG                   TransDigm Group Incorporated     1420.90
## 890    TREX                             Trex Company, Inc.       69.81
## 891    TRMB                                   Trimble Inc.       58.52
## 892    TRIP                              Tripadvisor, Inc.       14.83
## 894     DJT           Trump Media & Technology Group Corp.       12.79
## 895    TWLO                                    Twilio Inc.       63.00
## 896     TYL                       Tyler Technologies, Inc.      585.15
## 898    UHAL                         U-Haul Holding Company       76.83
## 901    UBER                        Uber Technologies, Inc.       77.44
## 905    PATH                                    UiPath Inc.       12.95
## 906    ULTA                              Ulta Beauty, Inc.      402.50
## 907    RARE                 Ultragenyx Pharmaceutical Inc.       57.48
## 908     UAA                             Under Armour, Inc.        7.99
## 909      UA                             Under Armour, Inc.        7.58
## 911     UAL                 United Airlines Holdings, Inc.       53.63
## 914    UTHR                United Therapeutics Corporation      357.87
## 917       U                            Unity Software Inc.       23.19
## 921    USFD                         US Foods Holding Corp.       61.79
## 925     VVV                                 Valvoline Inc.       41.64
## 926    VEEV                             Veeva Systems Inc.      207.91
## 929    VRSN                                 VeriSign, Inc.      183.88
## 932    VRTX            Vertex Pharmaceuticals Incorporated      462.99
## 938    VKTX                      Viking Therapeutics, Inc.       61.93
## 944     VNO                           Vornado Realty Trust       39.38
## 954     WBD                   Warner Bros. Discovery, Inc.        8.32
## 956     WAT                             Waters Corporation      343.84
## 958       W                                   Wayfair Inc.       54.03
## 968     WDC                    Western Digital Corporation       66.46
## 971     WEX                                       WEX Inc.      209.77
## 978     WSC                  WillScot Holdings Corporation       40.99
## 981    WOLF                                Wolfspeed, Inc.        8.20
## 983    WDAY                                  Workday, Inc.      246.95
## 988     XPO                                      XPO, Inc.      115.13
## 990    YETI                            YETI Holdings, Inc.       39.10
## 992    ZBRA                 Zebra Technologies Corporation      364.43
## 993      ZG                             Zillow Group, Inc.       65.17
## 994       Z                             Zillow Group, Inc.       67.26
## 998      ZM                Zoom Video Communications, Inc.       69.43
## 999      ZI                     ZoomInfo Technologies Inc.       10.23
## 1000     ZS                                  Zscaler, Inc.      174.15
##                                      Industry                 Sector
## 1                 Health Information Services             Healthcare
## 7                     Medical Care Facilities             Healthcare
## 10                  Software - Infrastructure             Technology
## 14                             Semiconductors             Technology
## 18                  Software - Infrastructure             Technology
## 26                            Travel Services      Consumer Cyclical
## 27                  Software - Infrastructure             Technology
## 28                                   Airlines            Industrials
## 33             Medical Instruments & Supplies             Healthcare
## 35                             Semiconductors             Technology
## 40                              Biotechnology             Healthcare
## 44                            Internet Retail      Consumer Cyclical
## 47                    Medical Care Facilities             Healthcare
## 48                                    Leisure      Consumer Cyclical
## 50                                   Airlines            Industrials
## 66                     Software - Application             Technology
## 68                              Oil & Gas E&P                 Energy
## 71                 Engineering & Construction            Industrials
## 72                              Biotechnology             Healthcare
## 74                     Software - Application             Technology
## 77                     Software - Application             Technology
## 79                                 Auto Parts      Consumer Cyclical
## 81                    Insurance - Diversified     Financial Services
## 84                          Computer Hardware             Technology
## 86        Electronics & Computer Distribution             Technology
## 92                             Semiconductors             Technology
## 94                          Metal Fabrication            Industrials
## 95                     Software - Application             Technology
## 97                     Software - Application             Technology
## 99                   Auto & Truck Dealerships      Consumer Cyclical
## 100                          Specialty Retail      Consumer Cyclical
## 103            Medical Instruments & Supplies             Healthcare
## 105                 Rental & Leasing Services            Industrials
## 107                       Specialty Chemicals        Basic Materials
## 109                       Aerospace & Defense            Industrials
## 110             Building Products & Equipment            Industrials
## 111            Medical Instruments & Supplies             Healthcare
## 119                            Packaged Foods     Consumer Defensive
## 123                    Software - Application             Technology
## 124                           Medical Devices             Healthcare
## 126              Drug Manufacturers - General             Healthcare
## 127                             Biotechnology             Healthcare
## 128                    Footwear & Accessories      Consumer Cyclical
## 129                           Discount Stores     Consumer Defensive
## 133                 Software - Infrastructure             Technology
## 136                       Aerospace & Defense            Industrials
## 141                       Beverages - Brewers     Consumer Defensive
## 142                           Medical Devices             Healthcare
## 144                         Personal Services      Consumer Cyclical
## 145                          Insurance - Life     Financial Services
## 154             Building Products & Equipment            Industrials
## 156                            Apparel Retail      Consumer Cyclical
## 160           Information Technology Services             Technology
## 161                    Software - Application             Technology
## 162                         Resorts & Casinos      Consumer Cyclical
## 166                              Luxury Goods      Consumer Cyclical
## 170                  Auto & Truck Dealerships      Consumer Cyclical
## 171                           Travel Services      Consumer Cyclical
## 174                  Auto & Truck Dealerships      Consumer Cyclical
## 176  Drug Manufacturers - Specialty & Generic             Healthcare
## 178                               Restaurants      Consumer Cyclical
## 181                    Software - Application             Technology
## 184                 Beverages - Non-Alcoholic     Consumer Defensive
## 186                          Healthcare Plans             Healthcare
## 188               Health Information Services             Healthcare
## 190                    Diagnostics & Research             Healthcare
## 192                          Telecom Services Communication Services
## 198                               Restaurants      Consumer Cyclical
## 204                   Communication Equipment             Technology
## 208                            Semiconductors             Technology
## 213           Information Technology Services             Technology
## 214                          Waste Management            Industrials
## 216                                     Steel        Basic Materials
## 218                 Software - Infrastructure             Technology
## 227        Scientific & Technical Instruments             Technology
## 228          Financial Data & Stock Exchanges     Financial Services
## 238                 Software - Infrastructure             Technology
## 244               Specialty Business Services            Industrials
## 245                   Industrial Distribution            Industrials
## 247                 Software - Infrastructure             Technology
## 249                      Real Estate Services            Real Estate
## 252             Household & Personal Products     Consumer Defensive
## 253                           Internet Retail      Consumer Cyclical
## 257                           Credit Services     Financial Services
## 259                    Footwear & Accessories      Consumer Cyclical
## 260                 Software - Infrastructure             Technology
## 271                            Packaged Foods     Consumer Defensive
## 272                    Software - Application             Technology
## 273                   Medical Care Facilities             Healthcare
## 274                    Software - Application             Technology
## 275                    Footwear & Accessories      Consumer Cyclical
## 281                           Medical Devices             Healthcare
## 287                    Software - Application             Technology
## 290                           Discount Stores     Consumer Defensive
## 294            Internet Content & Information Communication Services
## 295                    Software - Application             Technology
## 298               Health Information Services             Healthcare
## 299                                  Gambling      Consumer Cyclical
## 300                 Software - Infrastructure             Technology
## 305                    Software - Application             Technology
## 307                               Restaurants      Consumer Cyclical
## 308           Information Technology Services             Technology
## 309                    Software - Application             Technology
## 310             Household & Personal Products     Consumer Defensive
## 319                           Medical Devices             Healthcare
## 320  Drug Manufacturers - Specialty & Generic             Healthcare
## 321                    Software - Application             Technology
## 328            Specialty Industrial Machinery            Industrials
## 329                                     Solar             Technology
## 332            Medical Instruments & Supplies             Healthcare
## 334           Information Technology Services             Technology
## 346                           Internet Retail      Consumer Cyclical
## 347                 Software - Infrastructure             Technology
## 352                    Diagnostics & Research             Healthcare
## 353                             Biotechnology             Healthcare
## 355                           Travel Services      Consumer Cyclical
## 359                 Software - Infrastructure             Technology
## 361                    Software - Application             Technology
## 374                                     Solar             Technology
## 376           Information Technology Services             Technology
## 377                          Specialty Retail      Consumer Cyclical
## 378                 Software - Infrastructure             Technology
## 379                   Home Improvement Retail      Consumer Cyclical
## 385                 Software - Infrastructure             Technology
## 387                             Biotechnology             Healthcare
## 393                            Packaged Foods     Consumer Defensive
## 394                          Telecom Services Communication Services
## 396                       Consulting Services            Industrials
## 397                          Specialty Retail      Consumer Cyclical
## 401           Information Technology Services             Technology
## 402            Specialty Industrial Machinery            Industrials
## 405                     Utilities - Renewable              Utilities
## 407            Specialty Industrial Machinery            Industrials
## 415                 Software - Infrastructure             Technology
## 417                            Semiconductors             Technology
## 418           Information Technology Services             Technology
## 420                           Medical Devices             Healthcare
## 421                 Software - Infrastructure             Technology
## 424                    Diagnostics & Research             Healthcare
## 425             Education & Training Services     Consumer Defensive
## 427                            Grocery Stores     Consumer Defensive
## 428                    Software - Application             Technology
## 429            Integrated Freight & Logistics            Industrials
## 435                 Software - Infrastructure             Technology
## 436              Electrical Equipment & Parts            Industrials
## 449            Medical Instruments & Supplies             Healthcare
## 455                 Real Estate - Diversified            Real Estate
## 459                    Software - Application             Technology
## 465            Internet Content & Information Communication Services
## 469                    Diagnostics & Research             Healthcare
## 471                    Diagnostics & Research             Healthcare
## 472                             Biotechnology             Healthcare
## 473                 Software - Infrastructure             Technology
## 476                           Medical Devices             Healthcare
## 477                           Medical Devices             Healthcare
## 484  Drug Manufacturers - Specialty & Generic             Healthcare
## 486            Medical Instruments & Supplies             Healthcare
## 489                             Biotechnology             Healthcare
## 490       Semiconductor Equipment & Materials             Technology
## 491                    Diagnostics & Research             Healthcare
## 498                             Biotechnology             Healthcare
## 503                      Real Estate Services            Real Estate
## 512        Scientific & Technical Instruments             Technology
## 518                           Marine Shipping            Industrials
## 525           Information Technology Services             Technology
## 533                            Semiconductors             Technology
## 540                          Telecom Services Communication Services
## 541                          Telecom Services Communication Services
## 542                          Telecom Services Communication Services
## 543                          Telecom Services Communication Services
## 544                             Entertainment Communication Services
## 545                             Entertainment Communication Services
## 546                             Entertainment Communication Services
## 547                             Entertainment Communication Services
## 548                                  Gambling      Consumer Cyclical
## 555                             Entertainment Communication Services
## 557                       Aerospace & Defense            Industrials
## 563                        Auto Manufacturers      Consumer Cyclical
## 564                            Apparel Retail      Consumer Cyclical
## 565                   Communication Equipment             Technology
## 566                    Software - Application             Technology
## 569                            Semiconductors             Technology
## 571                             Entertainment Communication Services
## 572                    Software - Application             Technology
## 574                           Internet Retail      Consumer Cyclical
## 577           Insurance - Property & Casualty     Financial Services
## 585                           Medical Devices             Healthcare
## 586                Engineering & Construction            Industrials
## 589            Internet Content & Information Communication Services
## 590                                   Leisure      Consumer Cyclical
## 596                    Diagnostics & Research             Healthcare
## 601                    Diagnostics & Research             Healthcare
## 603                         Resorts & Casinos      Consumer Cyclical
## 607                    Software - Application             Technology
## 609            Specialty Industrial Machinery            Industrials
## 611                             Biotechnology             Healthcare
## 612        Furnishings, Fixtures & Appliances      Consumer Cyclical
## 613                          Healthcare Plans             Healthcare
## 616                 Software - Infrastructure             Technology
## 618                 Beverages - Non-Alcoholic     Consumer Defensive
## 624          Other Industrial Metals & Mining        Basic Materials
## 630                    Diagnostics & Research             Healthcare
## 633                    Software - Application             Technology
## 635                             Entertainment Communication Services
## 636  Drug Manufacturers - Specialty & Generic             Healthcare
## 654                           Travel Services      Consumer Cyclical
## 657                          Banks - Regional     Financial Services
## 659                 Software - Infrastructure             Technology
## 662                  Residential Construction      Consumer Cyclical
## 663                          Specialty Retail      Consumer Cyclical
## 666                 Software - Infrastructure             Technology
## 670                           Discount Stores     Consumer Defensive
## 673                            Semiconductors             Technology
## 676       Semiconductor Equipment & Materials             Technology
## 685                 Software - Infrastructure             Technology
## 686                 Software - Infrastructure             Technology
## 691           Information Technology Services             Technology
## 694                    Software - Application             Technology
## 695                    Software - Application             Technology
## 696                           Credit Services     Financial Services
## 698                         Resorts & Casinos      Consumer Cyclical
## 701                           Medical Devices             Healthcare
## 703                         Food Distribution     Consumer Defensive
## 710                            Packaged Foods     Consumer Defensive
## 713            Internet Content & Information Communication Services
## 714                                   Leisure      Consumer Cyclical
## 720                            Packaged Foods     Consumer Defensive
## 727                    Software - Application             Technology
## 733                    Software - Application             Technology
## 737                         Computer Hardware             Technology
## 739                    Diagnostics & Research             Healthcare
## 740                            Semiconductors             Technology
## 743                                Auto Parts      Consumer Cyclical
## 745                           Medical Devices             Healthcare
## 746               Health Information Services             Healthcare
## 752                       Tools & Accessories            Industrials
## 756                             Biotechnology             Healthcare
## 761            Medical Instruments & Supplies             Healthcare
## 767                          Specialty Retail      Consumer Cyclical
## 768                    Software - Application             Technology
## 771                        Auto Manufacturers      Consumer Cyclical
## 774                           Capital Markets     Financial Services
## 775            Electronic Gaming & Multimedia Communication Services
## 776                          Mortgage Finance     Financial Services
## 778                             Biotechnology             Healthcare
## 779                             Entertainment Communication Services
## 790                                  Trucking            Industrials
## 794                             Biotechnology             Healthcare
## 796                      Medical Distribution             Healthcare
## 802                      Real Estate Services            Real Estate
## 806                 Software - Infrastructure             Technology
## 808                    Software - Application             Technology
## 809        Furnishings, Fixtures & Appliances      Consumer Cyclical
## 811                 Software - Infrastructure             Technology
## 816                   Industrial Distribution            Industrials
## 817                    Footwear & Accessories      Consumer Cyclical
## 819                    Software - Application             Technology
## 823                    Software - Application             Technology
## 824                           Credit Services     Financial Services
## 825               Health Information Services             Healthcare
## 827                    Diagnostics & Research             Healthcare
## 831                      Oil & Gas Integrated                 Energy
## 833                       Aerospace & Defense            Industrials
## 834            Internet Content & Information Communication Services
## 842                          Waste Management            Industrials
## 847                         Computer Hardware             Technology
## 849                 Software - Infrastructure             Technology
## 853            Electronic Gaming & Multimedia Communication Services
## 859        Scientific & Technical Instruments             Technology
## 862                   Medical Care Facilities             Healthcare
## 863                 Software - Infrastructure             Technology
## 865                        Auto Manufacturers      Consumer Cyclical
## 876                             Entertainment Communication Services
## 877                 Software - Infrastructure             Technology
## 879                Engineering & Construction            Industrials
## 883                    Software - Application             Technology
## 886                       Aerospace & Defense            Industrials
## 890             Building Products & Equipment            Industrials
## 891        Scientific & Technical Instruments             Technology
## 892                           Travel Services      Consumer Cyclical
## 894            Internet Content & Information Communication Services
## 895                 Software - Infrastructure             Technology
## 896                    Software - Application             Technology
## 898                 Rental & Leasing Services            Industrials
## 901                    Software - Application             Technology
## 905                 Software - Infrastructure             Technology
## 906                          Specialty Retail      Consumer Cyclical
## 907                             Biotechnology             Healthcare
## 908                     Apparel Manufacturing      Consumer Cyclical
## 909                     Apparel Manufacturing      Consumer Cyclical
## 911                                  Airlines            Industrials
## 914                             Biotechnology             Healthcare
## 917                    Software - Application             Technology
## 921                         Food Distribution     Consumer Defensive
## 925                  Auto & Truck Dealerships      Consumer Cyclical
## 926               Health Information Services             Healthcare
## 929                 Software - Infrastructure             Technology
## 932                             Biotechnology             Healthcare
## 938                             Biotechnology             Healthcare
## 944                             REIT - Office            Real Estate
## 954                             Entertainment Communication Services
## 956                    Diagnostics & Research             Healthcare
## 958                           Internet Retail      Consumer Cyclical
## 968                         Computer Hardware             Technology
## 971                 Software - Infrastructure             Technology
## 978                 Rental & Leasing Services            Industrials
## 981                            Semiconductors             Technology
## 983                    Software - Application             Technology
## 988                                  Trucking            Industrials
## 990                                   Leisure      Consumer Cyclical
## 992                   Communication Equipment             Technology
## 993            Internet Content & Information Communication Services
## 994            Internet Content & Information Communication Services
## 998                    Software - Application             Technology
## 999                    Software - Application             Technology
## 1000                Software - Infrastructure             Technology
##      Full.Time.Employees Dividend.Rate Dividend.Yield Payout.Ratio
## 1                   1259            NA             NA       0.0000
## 7                  23500            NA             NA       0.0000
## 10                 29945            NA             NA       0.0000
## 14                 26000            NA             NA       0.0000
## 18                  2006            NA             NA       0.0000
## 26                  6907            NA             NA       0.0000
## 27                 10250            NA             NA       0.0000
## 28                 23190            NA             NA       0.0000
## 33                 21805            NA             NA       0.0000
## 35                  4593            NA             NA       0.0000
## 40                  2100            NA             NA       0.0000
## 44               1525000            NA             NA       0.0000
## 47                 19000            NA             NA       0.0000
## 48                 11400            NA             NA       0.0000
## 50                137400            NA             NA       0.0000
## 66                  6300            NA             NA       0.0000
## 68                   604            NA             NA       0.0000
## 71                 29000            NA             NA       0.0000
## 72                   702            NA             NA       0.0000
## 74                  1504            NA             NA       0.0000
## 77                  1717            NA             NA       0.0000
## 79                154000            NA             NA       0.0000
## 81                  6400            NA             NA       0.0000
## 84                  4023            NA             NA       0.0000
## 86                 22100            NA             NA       0.0000
## 92                   267            NA             NA       0.0000
## 94                  7300            NA             NA       0.0000
## 95                 12157            NA             NA       0.0000
## 97                 14100            NA             NA       0.0000
## 99                 25300            NA             NA       0.0000
## 100                71400            NA             NA       0.0000
## 103                14500            NA             NA       0.0000
## 105                18000            NA             NA       0.0000
## 107                12000            NA             NA       0.0000
## 109                 3330            NA             NA       0.0000
## 110                 2236            NA             NA       0.0000
## 111                 3300            NA             NA       0.0000
## 119                  420            NA             NA       0.0000
## 123                 2187            NA             NA       0.0000
## 124                 8000            NA             NA       0.0000
## 126                 7570            NA             NA       0.0000
## 127                 3401            NA             NA       0.0000
## 128                 5300            NA             NA       0.0000
## 129                34000            NA             NA       0.0000
## 133                12985            NA             NA       0.0000
## 136               171000            NA             NA       0.0000
## 141                 2793            NA             NA       0.0000
## 142                48000            NA             NA       0.0000
## 144                31400            NA             NA       0.0000
## 145                 1500            NA             NA       0.0000
## 154                29000            NA             NA       0.0000
## 156                17052            NA             NA       0.0000
## 160                24000            NA             NA       0.0000
## 161                11200            NA             NA       0.0000
## 162                51000            NA             NA       0.0000
## 166                10200            NA             NA       0.0000
## 170                30000            NA             NA       0.0000
## 171               106000            NA             NA       0.0000
## 174                13700            NA             NA       0.0000
## 176                16900            NA             NA       0.0000
## 178                 8100            NA             NA       0.0000
## 181                 2325            NA             NA       0.0000
## 184                  765            NA             NA       0.0000
## 186                67700            NA             NA       0.0000
## 188                 1338            NA             NA       0.0000
## 190                20400            NA             NA       0.0000
## 192               101100            NA             NA       0.0000
## 198               120000            NA             NA       0.0000
## 204                 8313            NA             NA       0.0000
## 208                 1609            NA             NA       0.0000
## 213                12000            NA             NA       0.0000
## 214                21021            NA             NA       0.0000
## 216                28000            NA             NA       0.0000
## 218                 3902            NA             NA       0.0000
## 227                26157            NA             NA       0.0000
## 228                 3416            NA             NA       0.0000
## 238                 2744            NA             NA       0.0000
## 244                   NA            NA             NA       0.0000
## 245                 5000            NA             NA       0.0000
## 247                10500            NA             NA       0.0000
## 249                 6152            NA             NA       0.0000
## 252                11791            NA             NA       0.0000
## 253                78000            NA             NA       0.0000
## 257                 2232            NA             NA       0.0000
## 259                 7030            NA             NA       0.0000
## 260                 9219            NA             NA       0.0000
## 271                15800            NA             NA       0.0000
## 272                 5200            NA             NA       0.0000
## 273                70000            NA             NA       0.0000
## 274                 9084            NA             NA       0.0000
## 275                 4800            NA             NA       0.0000
## 281                 9500            NA             NA       0.0000
## 287                 6840            NA             NA       0.0000
## 290                65894            NA             NA       0.0000
## 294                19300            NA             NA       0.0000
## 295                 1101            NA             NA       0.0000
## 298                  827            NA             NA       0.0000
## 299                 4400            NA             NA       0.0000
## 300                 2693            NA             NA       0.0000
## 305                  720            NA             NA       0.0000
## 307                17000            NA             NA       0.0000
## 308               130000            NA             NA       0.0000
## 309                 4700            NA             NA       0.0000
## 310                  475            NA             NA       0.0000
## 319                19800            NA             NA       0.0000
## 320                 9300            NA             NA       0.0000
## 321                 3299            NA             NA       0.0000
## 328                 6550            NA             NA       0.0000
## 329                 3157            NA             NA       0.0000
## 332                12800            NA             NA       0.0000
## 334                53150            NA             NA       0.0000
## 346                 2420            NA             NA       0.0000
## 347                10000            NA             NA       0.0000
## 352                 6500            NA             NA       0.0000
## 353                 1310            NA             NA       0.0000
## 355                17100            NA             NA       0.0000
## 359                 6123            NA             NA       0.0000
## 361                 3588            NA             NA       0.0000
## 374                 6700            NA             NA       0.0000
## 376                42000            NA             NA       0.0000
## 377                 7000            NA             NA       0.0000
## 378                 2684            NA             NA       0.0000
## 379                 9857            NA             NA       0.0000
## 385                13527            NA             NA       0.0000
## 387                16000            NA             NA       0.0000
## 393                 1083            NA             NA       0.0000
## 394                12960            NA             NA       0.0000
## 396                 8037            NA             NA       0.0000
## 397                 8000            NA             NA       0.0000
## 401                20495            NA             NA       0.0000
## 402                14700            NA             NA       0.0000
## 405                80000            NA             NA       0.0000
## 407                 8315            NA             NA       0.0000
## 415                 2130            NA             NA       0.0000
## 417                12000            NA             NA       0.0000
## 418                29112            NA             NA       0.0000
## 420                 5000            NA             NA       0.0000
## 421                 6159            NA             NA       0.0000
## 424                 1360            NA             NA       0.0000
## 425                 4068            NA             NA       0.0000
## 427                  901            NA             NA       0.0000
## 428                 3469            NA             NA       0.0000
## 429               130000            NA             NA       0.0000
## 435                 2200            NA             NA       0.0000
## 436                 1819            NA             NA       0.0000
## 449                 6990            NA             NA       0.0000
## 455                  608            NA             NA       0.0000
## 459                 8002            NA             NA       0.0000
## 465                 9500            NA             NA       0.0000
## 469                11000            NA             NA       0.0000
## 471                10590            NA             NA       0.0000
## 472                 2524            NA             NA       0.0000
## 473                 5000            NA             NA       0.0000
## 476                 1011            NA             NA       0.0000
## 477                 3000            NA             NA       0.0000
## 484                  610            NA             NA       0.0000
## 486                13676            NA             NA       0.0000
## 489                  927            NA             NA       0.0000
## 490                 6180            NA             NA       0.0000
## 491                88000            NA             NA       0.0000
## 498                 2800            NA             NA       0.0000
## 503               106100            NA             NA       0.0000
## 512                15400            NA             NA       0.0000
## 518                 5450            NA             NA       0.0000
## 525                80000            NA             NA       0.0000
## 533                 1156            NA             NA       0.0000
## 540                   NA            NA             NA       0.0000
## 541                   NA            NA             NA       0.0000
## 542                 9860            NA             NA       0.0000
## 543                 9860            NA             NA       0.0000
## 544                   NA            NA             NA       0.0000
## 545                   NA            NA             NA       0.0000
## 546                   NA            NA             NA       0.0000
## 547                   NA            NA             NA       0.0000
## 548                 6500            NA             NA       0.0000
## 555                14700            NA             NA       0.0000
## 557                 1300            NA             NA       0.0000
## 563                 6500            NA             NA       0.0000
## 564                38000            NA             NA       0.0000
## 565                 7257            NA             NA       0.0000
## 566                 2945            NA             NA       0.0000
## 569                 1500            NA             NA       0.0000
## 571                  533            NA             NA       0.0000
## 572                 4580            NA             NA       0.0000
## 574                 3380            NA             NA       0.0000
## 577                21600            NA             NA       0.0000
## 585                 3800            NA             NA       0.0000
## 586                34000            NA             NA       0.0000
## 589                 2600            NA             NA       0.0000
## 590                33000            NA             NA       0.0000
## 596                 5800            NA             NA       0.0000
## 601                16000            NA             NA       0.0000
## 603                58000            NA             NA       0.0000
## 607                 1839            NA             NA       0.0000
## 609                10722            NA             NA       0.0000
## 611                 5600            NA             NA       0.0000
## 612                43300            NA             NA       0.0000
## 613                18000            NA             NA       0.0000
## 616                 5360            NA             NA       0.0000
## 618                 5254            NA             NA       0.0000
## 624                  681            NA             NA       0.0000
## 630                 3282            NA             NA       0.0000
## 633                 1653            NA             NA       0.0000
## 635                13000            NA             NA       0.0000
## 636                 1500            NA             NA       0.0000
## 654                41000            NA             NA       0.0000
## 657                   NA            NA             NA       0.0000
## 659                 7150            NA             NA       0.0000
## 662                 6300            NA             NA       0.0000
## 663                91874            NA             NA       0.0000
## 666                 5938            NA             NA       0.0000
## 670                 5500            NA             NA       0.0000
## 673                30000            NA             NA       0.0000
## 676                 1497            NA             NA       0.0000
## 685                 3661            NA             NA       0.0000
## 686                15289            NA             NA       0.0000
## 691                18500            NA             NA       0.0000
## 694                 2900            NA             NA       0.0000
## 695                 6400            NA             NA       0.0000
## 696                27200            NA             NA       0.0000
## 698                23333            NA             NA       0.0000
## 701                 4200            NA             NA       0.0000
## 703                36630            NA             NA       0.0000
## 710                62400            NA             NA       0.0000
## 713                 4249            NA             NA       0.0000
## 714                 3797            NA             NA       0.0000
## 720                11430            NA             NA       0.0000
## 727                 3694            NA             NA       0.0000
## 733                 7452            NA             NA       0.0000
## 737                 5600            NA             NA       0.0000
## 739                 5900            NA             NA       0.0000
## 740                 8700            NA             NA       0.0000
## 743                  850            NA             NA       0.0000
## 745                 7100            NA             NA       0.0000
## 746                29400            NA             NA       0.0000
## 752                 5302            NA             NA       0.0000
## 756                13926            NA             NA       0.0000
## 761                 1783            NA             NA       0.0000
## 767                 5330            NA             NA       0.0000
## 768                 4084            NA             NA       0.0000
## 771                16790            NA             NA       0.0000
## 774                 2200            NA             NA       0.0000
## 775                 2457            NA             NA       0.0000
## 776                14700            NA             NA       0.0000
## 778                  908            NA             NA       0.0000
## 779                 3150            NA             NA       0.0000
## 790                14000            NA             NA       0.0000
## 794                 1314            NA             NA       0.0000
## 796                26000            NA             NA       0.0000
## 802                   NA            NA             NA       0.0000
## 806                 2500            NA             NA       0.0000
## 808                22668            NA             NA       0.0000
## 809                 3000            NA             NA       0.0000
## 811                 3030            NA             NA       0.0000
## 816                 7370            NA             NA       0.0000
## 817                 9200            NA             NA       0.0000
## 819                 3317            NA             NA       0.0000
## 823                 7630            NA             NA       0.0000
## 824                 4400            NA             NA       0.0000
## 825                   NA            NA             NA       0.0000
## 827                 3000            NA             NA       0.0000
## 831                 1165            NA             NA       0.0000
## 833                20655            NA             NA       0.0000
## 834                 7372            NA             NA       0.0000
## 842                13095            NA             NA       0.0000
## 847                   NA            NA             NA       0.0000
## 849                20300            NA             NA       0.0000
## 853                12371            NA             NA       0.0000
## 859                14900            NA             NA       0.0000
## 862                78810            NA             NA       0.0000
## 863                 6500            NA             NA       0.0000
## 865               140473            NA             NA       0.0000
## 876                   NA            NA             NA       0.0000
## 877                 5500            NA             NA       0.0000
## 879                14012            NA             NA       0.0000
## 883                 3115            NA             NA       0.0000
## 886                15500            NA             NA       0.0000
## 890                 1765            NA             NA       0.0000
## 891                12700            NA             NA       0.0000
## 892                 2850            NA             NA       0.0000
## 894                   NA            NA             NA       0.0000
## 895                 5867            NA             NA       0.0000
## 896                 7360            NA             NA       0.0000
## 898                17836            NA             NA       0.0000
## 901                30400            NA             NA       0.0000
## 905                 4035            NA             NA       0.0000
## 906                20000            NA             NA       0.0000
## 907                 1276            NA             NA       0.0000
## 908                 6800            NA             NA       0.0000
## 909                 6800            NA             NA       0.0000
## 911               106000            NA             NA       0.0000
## 914                 1168            NA             NA       0.0000
## 917                 6748            NA             NA       0.0000
## 921                30000            NA             NA       0.0000
## 925                 9600            NA             NA       0.0000
## 926                 7172            NA             NA       0.0000
## 929                  907            NA             NA       0.0000
## 932                 5400            NA             NA       0.0000
## 938                   28            NA             NA       0.0000
## 944                 2935            NA             NA       3.3333
## 954                35300            NA             NA       0.0000
## 956                 7900            NA             NA       0.0000
## 958                12800            NA             NA       0.0000
## 968                51000            NA             NA       0.0000
## 971                 7200            NA             NA       0.0000
## 978                 5000            NA             NA       0.0000
## 981                 5013            NA             NA       0.0000
## 983                19908            NA             NA       0.0000
## 988                38000            NA             NA       0.0000
## 990                 1050            NA             NA       0.0000
## 992                 9750            NA             NA       0.0000
## 993                 6682            NA             NA       0.0000
## 994                 6682            NA             NA       0.0000
## 998                 7420            NA             NA       0.0000
## 999                 3516            NA             NA       0.0000
## 1000                7348            NA             NA       0.0000
##      X5.Year.Avg.Dividend.Yield   Beta Trailing.P.E  Forward.P.E   Volume
## 1                            NA  1.848           NA   -24.436169  1186860
## 7                            NA  1.300           NA    19.297230   265267
## 10                         0.12  1.296    44.450382    25.502192  2829857
## 14                           NA  1.693   188.476210    29.156540 26467880
## 18                           NA  3.516           NA   148.733320 10028515
## 26                           NA  1.166    17.888435    28.520605  4186533
## 27                           NA  0.676    25.270470    14.867153  1457782
## 28                         1.95  1.596    23.647726     7.225694  3211828
## 33                           NA  1.643    42.205082    23.647673   592633
## 35                           NA  1.676    60.631580    21.333334  2021766
## 40                           NA  0.380           NA  -193.571430   462366
## 44                           NA  1.146    46.291172    33.326460 42334706
## 47                           NA  0.781    34.523132    19.021570   372480
## 48                           NA     NA           NA    22.043478  1969480
## 50                         1.27  1.433           NA     5.935484 28894024
## 66                           NA  1.114    57.480500    30.269842   299463
## 68                           NA  3.349   109.153850    12.180258  3974916
## 71                           NA  1.829           NA    15.663594  4013713
## 72                           NA  0.882           NA   439.285700  2641073
## 74                           NA  0.811    69.133330    43.924496   136057
## 77                           NA  1.878    55.162395    29.006742  4920038
## 79                         1.16  1.793     5.442264     9.221228  1965299
## 81                           NA  0.596     7.971167    12.428728  1044185
## 84                           NA  1.073    50.009094    40.921360  1059830
## 86                           NA  1.265    12.464285     9.034060   237672
## 92                           NA     NA           NA    60.916668  1684885
## 94                         2.44  1.045    24.392452    19.707317  1030968
## 95                           NA  0.737           NA    40.153084  2232955
## 97                         0.48  1.476    55.256145    29.373636   846256
## 99                           NA  1.199     9.716929     9.144467   451909
## 100                          NA  0.709    59.175156    18.737888   311554
## 103                          NA  1.329    51.057693    21.762295  4026296
## 105                          NA  2.129     4.283047     7.227197   409651
## 107                          NA  1.444    27.000000    15.444917  3201580
## 109                          NA  0.937   104.142860    66.609140   271132
## 110                          NA  1.875    41.008774    33.876812   872069
## 111                        0.83  1.473           NA   116.619050   452707
## 119                          NA  0.903    36.578316    28.914288   728661
## 123                          NA  1.613           NA    25.926472   910358
## 124                          NA  0.947           NA    29.754084   235257
## 126                          NA -0.057    24.448362    11.345411  1148823
## 127                          NA  0.317    52.636364    22.412905  2134008
## 128                          NA     NA    76.015144    25.860823  1028822
## 129                          NA  0.244    20.717173    19.303530  1070841
## 133                          NA  2.492    62.537037    14.650759  6350440
## 136                        2.48  1.575           NA    42.687668  6747117
## 141                          NA  1.062    36.222805    22.747326   119072
## 142                          NA  0.797    67.894310    30.589745  4009331
## 144                          NA  1.488    80.856320    33.738610   229929
## 145                          NA  1.063           NA     2.188632   376397
## 154                          NA  2.064    17.005285    16.017427  1477742
## 156                          NA  1.638    41.326780    28.396051   684423
## 160                          NA  0.928    26.522324    19.244730    99336
## 161                          NA  1.020    70.992210    39.554270  1300738
## 162                          NA  2.962           NA    30.259258  3142263
## 166                          NA  1.966           NA    13.431579   950347
## 170                          NA  1.688    30.000000    20.509384  2469752
## 171                        4.21  2.693    26.380281    11.854430 28108402
## 174                          NA  3.441    69.357430   139.274190  3436736
## 176                          NA  1.156           NA    32.684780  1416127
## 178                          NA     NA   708.000000   265.500000  1902099
## 181                          NA  0.621   364.333340    27.325000  1636715
## 184                          NA  1.842    31.316832    31.316832  7697702
## 186                          NA  0.484    14.011300    10.163935  4129611
## 188                          NA  1.498           NA    20.980392   687840
## 190                          NA  1.365    23.968937    18.627668   785190
## 192                          NA  1.051    10.321097     9.207289  4190401
## 198                          NA  1.256    57.386140    44.930233  8801597
## 204                          NA  0.937    64.393616    22.253675  2103752
## 208                          NA  0.967    22.812267    16.630081   535362
## 213                          NA  1.174           NA     8.645569  1607861
## 214                          NA  1.204    34.256554    28.031605   132152
## 216                        4.70  1.970   138.111110    13.966292 16172519
## 218                          NA  1.101           NA    99.418600  1906122
## 227                          NA  1.650           NA    21.014053  2451428
## 228                          NA  3.364    30.602493    46.652172  5983376
## 238                          NA  0.882           NA    63.903225  3440503
## 244                          NA  1.271    37.464287    30.143679  3034336
## 245                          NA  1.040    21.038095    18.485355  1280862
## 247                          NA  1.225    22.416122    13.941735   376386
## 249                          NA  0.816   146.807700    62.573765  1811548
## 252                        4.28  1.894   103.222220    14.075757  5173729
## 253                          NA  1.102    43.000004    47.056606  5357771
## 257                          NA  1.426    31.859074    10.861927    26942
## 259                          NA  1.996    10.914092    10.374642  1105103
## 260                          NA  1.100   418.173920    67.732390  3547194
## 271                          NA  1.246    16.126638    10.373596  2265285
## 272                          NA  1.105   249.595730    60.158970  2545913
## 273                          NA  0.863    17.188300    14.272969   829120
## 274                          NA  1.290   201.366650    28.904306  1147216
## 275                          NA  1.054    29.578545    25.605305  1256611
## 281                          NA  1.183    42.645966    34.159206  3232233
## 287                          NA  0.916    12.427967    15.897018  1976363
## 290                          NA  0.872           NA    11.706076  3627652
## 294                          NA  1.688           NA    84.838320  2581905
## 295                          NA  0.926    51.705883    39.954544  2210188
## 298                          NA  1.271    51.712498    37.270267  1298435
## 299                          NA  1.798           NA    55.126762  7959429
## 300                          NA  0.608    14.494186    10.518988  2956145
## 305                          NA  0.753   192.707150    95.332160   614741
## 307                          NA  2.499   135.840000    69.306120  3397250
## 308                        1.62  1.680    47.046510     6.504823   874200
## 309                          NA  1.055   100.942314    35.466217  2453738
## 310                          NA  1.440    53.311005    25.094593  2321640
## 319                          NA  1.132    26.114174    24.476015  3779695
## 320                          NA  1.405           NA    13.880000  5863600
## 321                          NA  0.944   128.180330    42.037636   809398
## 328                          NA  2.009           NA    14.035483   393685
## 329                          NA  1.725   125.473120    24.933762  1610240
## 332                          NA  1.318           NA    16.821428  1130658
## 334                          NA  1.451    28.643778    18.234974   620065
## 346                          NA  1.974    25.590696    20.007273  2755341
## 347                          NA  1.459    17.520070    10.328189   250284
## 352                          NA  1.269           NA -1145.500100  1323574
## 353                          NA  0.542    22.655174    17.520000  1268729
## 355                        0.96  1.793    26.652250    10.336827  1470778
## 359                          NA  1.057    24.094830    15.779817   693936
## 361                        0.09  1.348   100.995790    65.467896   133204
## 374                          NA  1.440    21.831400    11.435982  1793481
## 376                          NA  0.933    30.843480    17.507404  2291621
## 377                          NA  1.207    18.538460    19.299795  1482734
## 378                          NA  0.861           NA    10.928854  1623768
## 379                          NA  1.798    62.226803    58.318844   785167
## 385                          NA  0.998    45.834316    34.426666  2865293
## 387                          NA     NA           NA    16.574625  2699317
## 393                          NA  1.388   275.372560   127.672730   335790
## 394                          NA  1.081           NA   -50.685715  1416714
## 396                          NA  0.095    24.684038    24.108164   102051
## 397                        9.52 -0.146   161.642850 -2263.000000 10714000
## 401                          NA  1.323    48.522320    39.092580   225134
## 402                          NA  1.404    18.924732    11.282052  2199454
## 405                          NA     NA    64.515150    40.681526  3802055
## 407                          NA  1.385    38.876286    18.784557  1047725
## 415                          NA  0.445           NA    82.953125   958054
## 417                          NA  1.538    26.739725    20.547369   824803
## 418                          NA  1.397    51.342037    26.465681   235774
## 420                          NA  1.176   354.949980    21.318317   510768
## 421                          NA  1.125    13.125624    23.977205   808400
## 424                          NA     NA           NA           NA   873507
## 425                          NA  0.695    19.611940    16.462414    90642
## 427                          NA  0.105    30.148148    14.666667  1843363
## 428                          NA  1.182           NA    71.857140   980183
## 429                          NA  1.670    43.635597    15.462463   852015
## 435                          NA  1.251           NA    96.657150  1539855
## 436                          NA  1.210    36.146340    19.760000   929171
## 449                          NA  0.984    27.716722    18.498861   915854
## 455                          NA  1.452           NA    75.813730   142911
## 459                          NA  1.634           NA    59.653584   556912
## 465                          NA  1.343           NA  -138.564120   499147
## 469                          NA  1.332    50.236110    41.472565   323786
## 471                          NA  1.148           NA    29.144798  1017535
## 472                          NA  0.735   155.365860    10.599001  1985612
## 473                          NA  1.062    45.821426    20.693548  1110663
## 476                          NA  1.337   944.227230   148.378570   623822
## 477                          NA  1.206    43.298912    62.897370   570950
## 484                          NA  1.000           NA   103.452050   593947
## 486                          NA  1.395    83.373500    63.155148  1113402
## 489                          NA  0.392           NA   -11.452515  2321461
## 490                          NA  0.996    23.478548    31.201754   196370
## 491                          NA  1.498    31.153446    19.211708  1053764
## 498                          NA  0.574    18.488136     5.057024   482273
## 503                        0.53  1.372    34.018940    16.923994   232031
## 512                          NA  0.974    29.689787    22.107605   800992
## 518                          NA  1.168    26.498938    18.220438   338716
## 525                          NA  1.732           NA    18.038464   595505
## 533                          NA  1.381    38.433823    37.604317  1600927
## 540                          NA  1.025    13.850451    11.044540  1312751
## 541                          NA  1.025    13.848648     8.606943  7834794
## 542                          NA  1.169           NA    -8.228682  1779801
## 543                          NA  1.169           NA    -6.098314   925739
## 544                          NA  1.114    66.887850    55.053850   224619
## 545                          NA  1.114    72.383170    59.576923   786382
## 546                          NA     NA           NA    24.634409   360670
## 547                          NA     NA           NA    25.166668   832859
## 548                          NA  1.772    27.404835    15.858392  2915363
## 555                          NA  1.343    97.663635    44.028687  2650623
## 557                          NA     NA   517.642900    97.932434   242470
## 563                          NA  1.059           NA    -3.490196 24604845
## 564                          NA  1.253    20.367079    17.687920  2220945
## 565                          NA  0.887           NA    16.700550  2399573
## 566                          NA  2.046           NA    14.489130 13973706
## 569                          NA  1.698   107.313126    31.903904   511904
## 571                          NA  0.685    84.721310    82.031746    78877
## 572                          NA  1.502    86.930090    58.606556   377491
## 574                          NA     NA           NA    30.830772  4140464
## 577                          NA  0.734    10.214801    15.843595    27074
## 585                          NA  0.978    85.256760    29.140879   502871
## 586                          NA  1.700  1127.272700    28.505747   603175
## 589                        1.52  1.486    16.226088    15.421487  3452540
## 590                        5.17  0.798    21.288889    12.282052  1715737
## 596                          NA  1.355    33.473190    27.286810   204763
## 601                          NA  1.139    39.677116    32.654144   124227
## 603                        0.81  2.236    14.041352    12.704081  6161189
## 607                          NA  3.108           NA  -404.947400  9268096
## 609                          NA  1.580    20.254547    13.831901   445585
## 611                          NA  1.671           NA    -7.942857  5141980
## 612                          NA  1.375           NA    13.506449   380183
## 613                          NA  0.580    19.016476    13.018421   413538
## 616                          NA  1.159           NA    85.865036   606831
## 618                          NA  0.737    32.781250    27.317709  4684613
## 624                          NA  2.216           NA   106.666664  8470476
## 630                          NA  1.528           NA  -102.566666  1052277
## 633                          NA  0.586           NA    35.593025   603923
## 635                          NA  1.262    45.028675    31.402609  3543254
## 636                          NA  0.369    35.087350    16.689112   868723
## 654                          NA  2.712    21.608246    10.804123 11057274
## 657                          NA  1.175    47.741936    23.492064 16918766
## 659                          NA  1.187           NA    32.602150  1708114
## 662                          NA  1.187    19.920454    18.265669    21058
## 663                          NA  0.924    28.393763    24.591028   397212
## 666                          NA  1.019           NA    25.969177  1228513
## 670                          NA  0.836    31.115852    27.583782   923003
## 673                          NA  1.656    16.052393    14.867089  4641548
## 676                          NA  1.366    59.504480    29.357880   383488
## 685                          NA  2.713   217.058820    85.813960 79001862
## 686                          NA  1.132    47.186810    47.844010  2075691
## 691                          NA  0.801   224.377790    27.587431   703425
## 694                          NA  0.434           NA    22.790323   455984
## 695                          NA  0.949    45.693370    23.529161   327855
## 696                          NA  1.438    19.014563    16.152576 14661023
## 698                          NA  2.102           NA    19.391752  3400210
## 701                          NA  0.548   562.941160    53.613445   261645
## 703                          NA  1.446    27.741936    13.747780   953729
## 710                        1.22  0.821    13.501567    11.043590  1178194
## 713                          NA  1.012   109.137930    17.780900  7265656
## 714                          NA  1.496    45.890106    29.408451   808894
## 720                          NA  0.587    21.305970    18.098257   356781
## 727                          NA  0.730           NA    56.620370  2439767
## 733                          NA  1.177    72.567345    30.495710   401869
## 737                          NA  1.111   115.837210    26.924324  2345075
## 739                          NA  0.388   128.171430    19.675440  1123378
## 740                          NA  1.457           NA    13.001263  1138673
## 743                          NA  4.595           NA    -7.036585  4209402
## 745                          NA  0.084           NA    15.079734   624261
## 746                          NA  0.853           NA    67.380950  2845187
## 752                          NA  1.508    44.659290    28.377695   124077
## 756                          NA  0.122    27.700743    21.363970  1663308
## 761                          NA  0.949           NA    75.582016   624226
## 767                          NA  2.413   164.095250    27.767930   377899
## 768                          NA  1.033           NA     7.360578  1033696
## 771                          NA  2.069           NA    -4.451128 31586280
## 774                          NA  1.826    73.451614    33.985073  7352352
## 775                          NA  1.602           NA   -31.198675  9519190
## 776                          NA  2.420    10.799111    32.433330  2051407
## 778                          NA  1.255     2.040139    -9.661157 19718061
## 779                          NA  2.075           NA   -79.541670  3001795
## 790                          NA  1.737    32.116280    27.404090   417562
## 794                          NA  0.814   167.319990    11.481244   613841
## 796                          NA  0.861    26.088560    13.390150   743727
## 802                          NA     NA           NA           NA   122329
## 806                          NA  0.668           NA   121.250000  2468135
## 808                          NA  0.987   166.714800    55.840380   710430
## 809                          NA     NA    61.143677    22.072613  1145118
## 811                          NA  1.639    52.721210    17.716904   882101
## 816                          NA  1.533    44.383480    36.608273   190700
## 817                          NA  1.225    17.423592    12.997999  2394687
## 819                          NA  0.746           NA    35.101265 28244980
## 823                          NA  0.833           NA   118.421050  6872596
## 824                          NA  1.710           NA    30.115385 46861462
## 825                          NA     NA    29.931625    12.574506   878773
## 827                          NA  2.071   120.214290    20.035715  1083085
## 831                        2.35  1.117           NA     6.180180 17910641
## 833                        0.40  1.856           NA    30.200000  1632897
## 834                          NA  1.577   149.160780    42.121815  2342252
## 842                          NA  1.105   158.230770    22.358696   692151
## 847                          NA  1.238    23.099651    10.507933  5302845
## 849                          NA  1.078    52.304440    33.992622   980070
## 853                          NA  0.859           NA    19.395885  1156774
## 859                          NA  1.014    23.695154    20.226765   164540
## 862                        2.75  2.147     6.057174    14.628848   643043
## 863                          NA  0.802    45.703125    11.842105   443320
## 865                          NA  2.290    71.424160    81.758850 86724609
## 876                          NA     NA           NA    37.971962  1309015
## 877                          NA  1.751           NA    99.964290  3648134
## 879                          NA  1.777    20.897528    17.823011   271817
## 883                          NA  1.482   217.235300    58.310528  2202979
## 886                          NA  1.410    52.625927    35.109960   300399
## 890                          NA  1.496    28.847105    31.876710   843747
## 891                          NA  1.484     9.577742    19.377483   878156
## 892                          NA  1.384    87.235290    11.234848  2789816
## 894                          NA  5.883           NA           NA 21208675
## 895                          NA  1.349           NA    16.406250   872232
## 896                          NA  0.778   120.401240    55.202830   179896
## 898                          NA  1.092    28.246325    17.073334   142795
## 901                          NA  1.331    84.173910    34.726460 12950492
## 905                          NA  0.870           NA    29.431818  5768028
## 906                          NA  1.312    16.151686    16.158169   966303
## 907                          NA  0.567           NA   -11.161164   541104
## 908                          NA  1.655           NA    22.828571 10912705
## 909                          NA  1.655           NA    22.294117  3947678
## 911                          NA  1.434     6.012332     4.720951  4539640
## 914                          NA  0.572    16.446232    13.215288   667076
## 917                          NA  2.252           NA   -20.165218 27484892
## 921                          NA  1.660    29.423811    16.700000  1023004
## 925                        1.68  1.457    28.520546    22.879120  1092943
## 926                          NA  0.811    55.590908    30.440704  1059842
## 929                          NA  0.903    22.074430    21.208767   469835
## 932                          NA  0.406           NA    26.098646  1254724
## 938                          NA  1.003           NA   -41.013245  3696898
## 944                        5.77  1.626   437.555540  -157.520000  1622130
## 954                          NA  1.485           NA   -59.428570 31768514
## 956                          NA  0.955    34.349648    27.031446   419725
## 958                          NA  3.409           NA    35.781456  3749924
## 968                        3.23  1.380           NA     7.639081  6647972
## 971                          NA  1.545    36.229706    11.363489   412761
## 978                          NA  1.357    42.697918    18.299109  2981235
## 981                          NA  1.516           NA    -5.189873  6458865
## 983                          NA  1.349    42.577583    29.753012  1350628
## 988                          NA  1.962    38.122517    25.247807  1063416
## 990                          NA  2.116    18.186045    13.344709  1067843
## 992                          NA  1.656    81.894390    23.695057   210314
## 993                          NA  2.007           NA    36.005524   470693
## 994                          NA  2.007           NA    35.400000  2144122
## 998                          NA -0.051    24.796429    13.149621  2261592
## 999                          NA  1.056   255.750000    10.546391  5143149
## 1000                         NA  0.823           NA    48.918537   679193
##      Regular.Market.Volume Average.Volume Average.Volume..10.days.   Market.Cap
## 1                  1186860        1857526                  1385540 2.767678e+09
## 7                   265267         902590                   637420 7.114556e+09
## 10                 2829857        2623280                  4775030 2.323726e+11
## 14                26467880       47769601                 32318410 2.562378e+11
## 18                10028515        8937884                 11642940 1.388204e+10
## 26                 4186533        4839782                  5168910 8.315097e+10
## 27                 1457782        1442949                  1346470 1.543141e+10
## 28                 3211828        2380726                  2921100 5.250738e+09
## 33                  592633         787852                   712500 1.860033e+10
## 35                 2021766        2595792                  4169510 4.237125e+09
## 40                  462366         995936                   609160 3.479125e+10
## 44                42334706       42537588                 40931660 2.035727e+12
## 47                  372480         415169                   344810 3.176166e+09
## 48                 1969480        1576930                  1550850 7.684852e+09
## 50                28894024       36008038                 48255250 7.250012e+09
## 66                  299463         412173                   363410 2.832986e+10
## 68                 3974916        3466700                  3920310 8.826378e+09
## 71                 4013713        1824231                  1548670 9.336917e+09
## 72                 2641073        1598815                  2223340 3.744304e+09
## 74                  136057         273055                   178940 8.651378e+09
## 77                 4920038        4123623                  7566430 4.314486e+10
## 79                 1965299        3566426                  3767480 1.694297e+10
## 81                 1044185        1390604                  1430480 4.262617e+10
## 84                 1059830        1888025                  1613340 1.209709e+11
## 86                  237672         417049                   482390 7.021459e+09
## 92                 1684885        2713452                  3706150 8.016138e+09
## 94                 1030968        1527617                  1209810 8.045353e+09
## 95                 2232955        1846825                  1918590 4.228575e+10
## 97                  846256        1421342                  1607190 5.811200e+10
## 99                  451909         373671                   359800 7.082737e+09
## 100                 311554         120265                   168640 5.152224e+10
## 103                4026296        8110793                  4945800 1.804975e+10
## 105                 409651         619098                   673120 3.108483e+09
## 107                3201580        1925968                  2553330 7.993667e+09
## 109                 271132         573222                   563310 2.975058e+10
## 110                 872069        2045749                  1573830 6.750419e+09
## 111                 452707         588482                   814540 2.395886e+09
## 119                 728661        1445569                   844740 7.847575e+09
## 123                 910358        1831266                  1847290 5.642570e+09
## 124                 235257         322703                   781200 9.132687e+09
## 126                1148823        1011417                  1283950 2.827591e+10
## 127                2134008        1775100                  3214140 1.322781e+10
## 128                1028822        1464520                  1692250 9.423380e+09
## 129                1070841        1546761                  1396500 1.087736e+10
## 133                6350440        6404960                  5577540 4.158066e+10
## 136                6747117        6842711                  9958010 9.601370e+10
## 141                 119072         127068                   151610 3.237985e+09
## 142                4009331        5517790                  5744810 1.229793e+11
## 144                 229929         360611                   305660 8.166098e+09
## 145                 376397         414971                   408240 2.643489e+09
## 154                1477742        1772555                  1969300 2.247679e+10
## 156                 684423         753185                   734410 1.739066e+10
## 160                  99336          99944                   101040 1.099684e+10
## 161                1300738        2037668                  1710090 7.484048e+10
## 162                3142263        5110111                  4929740 8.837407e+09
## 166                 950347        1331390                  1926850 4.508963e+09
## 170                2469752        1688661                  2128570 1.194004e+10
## 171               28108402       26892433                 28774190 2.453873e+10
## 174                3436736        4157161                  4154840 2.019675e+10
## 176                1416127        1847546                  1927290 1.091325e+10
## 178                1902099        3224974                  2878070 1.456907e+10
## 181                1636715        3769274                  3554230 6.813762e+09
## 184                7697702        5837482                  5552750 7.371941e+09
## 186                4129611        4029087                  4358740 3.913663e+10
## 188                 687840        1030796                  2070310 1.721512e+09
## 190                 785190         682333                   671170 1.035815e+10
## 192                4190401        1323901                  1571350 4.615673e+10
## 198                8801597       17796747                 10369020 7.937506e+10
## 204                2103752        1569842                  2062750 8.742167e+09
## 208                 535362         523120                   682850 6.555157e+09
## 213                1607861        4200226                  3187110 4.945883e+09
## 214                 132152         263826                   175180 1.340464e+10
## 216               16172519       11721841                 16148510 5.817737e+09
## 218                1906122        2304603                  2207280 2.921561e+10
## 227                2451428        2397834                  3140510 1.375561e+10
## 228                5983376        7448300                  6239700 4.265870e+10
## 238                3440503        4275926                  3553320 6.393143e+09
## 244                3034336        4730049                  4438560 5.047253e+10
## 245                1280862        2643742                  3481290 8.885968e+09
## 247                 376386         446022                   487440 2.143189e+10
## 249                1811548        2321214                  2303030 3.128543e+10
## 252                5173729        3793025                  3343580 8.062280e+09
## 253                5357771        6881417                  6756060 4.473488e+10
## 257                  26942          56511                    54490 5.421215e+09
## 259                1105103        1249907                  1084820 8.600744e+09
## 260                3547194        7667017                  5082100 7.072865e+10
## 271                2265285        2039231                  1883560 5.872756e+09
## 272                2545913        3401230                  2931310 3.955130e+10
## 273                 829120         730836                   952210 1.355572e+10
## 274                1147216        1727620                  1395570 9.550821e+09
## 275                1256611        2069887                  1862170 2.354029e+10
## 281                3232233        5450753                  4128940 2.751392e+10
## 287                1976363        2051511                  2346860 1.190640e+10
## 290                3627652        4062039                  4898550 1.532678e+10
## 294                2581905        4058982                  3567390 5.830713e+10
## 295                2210188        2363534                  3272850 2.987615e+09
## 298                1298435        1709638                  1682820 7.680795e+09
## 299                7959429        9033447                  9291060 1.900364e+10
## 300                2956145        3149807                  3082330 7.897899e+09
## 305                 614741         642565                   696210 1.174631e+10
## 307                3397250        3577373                  3334390 5.236225e+09
## 308                 874200        1381152                  1757550 3.657847e+09
## 309                2453738        3108761                  4381030 1.563703e+10
## 310                2321640        2160700                  2520590 6.282773e+09
## 319                3779695        6375892                  8126090 3.995719e+10
## 320                5863600        5671620                  5834340 6.861231e+09
## 321                 809398        1325771                  1047870 8.033632e+09
## 328                 393685         635847                   737090 2.430055e+09
## 329                1610240        3231660                  2787330 1.580239e+10
## 332                1130658        2729873                  2537810 3.239463e+09
## 334                 620065         620185                   798820 1.139961e+10
## 346                2755341        4019785                  7233030 6.313655e+09
## 347                 250284         365122                   316230 4.508946e+09
## 352                1323574        2740979                  3921960 1.269924e+10
## 353                1268729        1775022                  2115290 7.496423e+09
## 355                1470778        1834352                  1420960 1.925608e+10
## 359                 693936         562261                   805130 1.303239e+10
## 361                 133204         162226                   144850 4.699952e+10
## 374                1793481        2236193                  2358970 2.619761e+10
## 376                2291621        2393715                  2448820 1.021048e+11
## 377                1482734        2190185                  2159610 5.169910e+09
## 378                1623768        1724422                  1742380 2.066453e+09
## 379                 785167        1696807                  1050020 1.293672e+10
## 385                2865293        5303933                  4999960 5.924977e+10
## 387                2699317        1517284                  2112460 1.990016e+09
## 393                 335790         588453                   473570 6.809304e+09
## 394                1416714        2998719                  3937890 8.834449e+09
## 396                 102051         140498                   126250 8.162006e+09
## 397               10714000       12086955                 16640800 1.010452e+10
## 401                 225134         332834                   302730 3.937278e+10
## 402                2199454        3579938                  2382020 4.604389e+09
## 405                3802055        2940726                  3657340 7.020641e+10
## 407                1047725         861688                   932130 9.073433e+09
## 415                 958054        2457623                  1698080 8.516963e+09
## 417                 824803        1519704                  1486240 2.154138e+10
## 418                 235774         442192                   387090 8.483600e+09
## 420                 510768         865577                   645520 9.612543e+09
## 421                 808400        1278663                  1205200 2.224131e+10
## 424                 873507        1313420                   899410 4.110901e+08
## 425                  90642         151500                   151080 4.257772e+09
## 427                1843363        1954460                  2094340 1.595282e+09
## 428                 980183         763404                   870420 1.461671e+10
## 429                 852015         777480                   782600 6.151305e+09
## 435                1539855        2498819                  2522310 6.863904e+09
## 436                 929171        1775744                  3027410 3.188197e+09
## 449                 915854        1555638                  1405800 1.886281e+10
## 455                 142911         312692                   203030 3.884781e+09
## 459                 556912         708841                   547500 2.732321e+10
## 465                 499147         549509                   479500 4.654109e+09
## 469                 323786         472430                   374820 4.167807e+10
## 471                1017535        1779139                  1735880 2.052103e+10
## 472                1985612        2253788                  2520650 1.226849e+10
## 473                1110663        1837506                  1680890 7.773389e+09
## 476                 623822         668380                  1119810 6.194862e+09
## 477                 570950         738728                   771300 1.675831e+10
## 484                 593947         901144                   481980 7.979972e+09
## 486                1113402        1465715                  1267910 1.721335e+11
## 489                2321461        1589711                  2272490 6.466151e+09
## 490                 196370         257201                   353730 3.146245e+09
## 491                1053764        1213090                  1394570 4.367361e+10
## 498                 482273         686352                   744160 6.736072e+09
## 503                 232031         303649                   314720 1.278828e+10
## 512                 800992        1232395                   837030 2.674124e+10
## 518                 338716         495928                   516670 7.226499e+09
## 525                 595505        1635438                  1248110 5.421805e+09
## 533                1600927        2900703                  3316420 7.201342e+09
## 540                1312751         146684                   279260 1.097619e+10
## 541                7834794         936001                  1460870 1.097530e+10
## 542                1779801        1760430                  1763680 7.776230e+09
## 543                 925739        1560549                  1521170 7.786443e+09
## 544                 224619         115330                   199250 1.906296e+10
## 545                 786382        1294860                  1107270 1.908515e+10
## 546                 360670         101663                   130290 4.269416e+09
## 547                 832859         226900                   264750 4.270327e+09
## 548                2915363         837630                   929380 8.048172e+09
## 555                2650623        1870814                  2479320 2.493601e+10
## 557                 242470         270092                   338480 6.500820e+09
## 563               24604845       38120674                 33728770 8.255320e+09
## 564                2220945        2231639                  1976920 3.235788e+10
## 565                2399573        1598626                  1536340 4.133720e+09
## 566               13973706       14419763                 13930610 5.467393e+09
## 569                 511904         692655                   515770 7.669593e+09
## 571                  78877         105901                    91590 4.951378e+09
## 572                 377491         432888                   434930 1.751633e+10
## 574                4140464        3824203                  6302430 1.030477e+10
## 577                  27074          37914                    34090 2.035224e+10
## 585                 502871         696369                   864520 6.747942e+09
## 586                 603175         852165                  1062050 9.823404e+09
## 589                3452540        5322044                  4717840 9.624642e+09
## 590                1715737        3421079                  2795900 6.512484e+09
## 596                 204763         292738                   321650 1.103106e+10
## 601                 124227         118839                    88580 3.061209e+10
## 603                6161189        4702609                  5940580 1.134581e+10
## 607                9268096       11778642                 12508310 3.118040e+10
## 609                 445585         614007                   691110 7.786899e+09
## 611                5141980        4592098                  8423140 2.457828e+10
## 612                 380183         771015                   761300 9.914435e+09
## 613                 413538         626211                   492670 2.029259e+10
## 616                 606831        1402730                   986260 2.067755e+10
## 618                4684613        6329311                  6443420 5.137373e+10
## 624                8470476        3214523                  5624690 2.646128e+09
## 630                1052277        1400504                  1158180 1.522266e+10
## 633                 603923        1233360                  1170000 3.537292e+09
## 635                3543254        3198339                  2939600 3.099687e+11
## 636                 868723         909642                   893340 1.176269e+10
## 654               11057274       12772261                 16442110 9.215923e+09
## 657               16918766       41571044                 25295790 7.088194e+10
## 659                1708114        2538311                  2111200 1.608264e+10
## 662                  21058          19906                    22950 2.968055e+10
## 663                 397212         363423                   400620 6.550120e+10
## 666                1228513        2040604                  2137820 1.288064e+10
## 670                 923003        1113153                   988500 6.261218e+09
## 673                4641548        6612826                  5826070 3.018625e+10
## 676                 383488         745846                   755670 9.844127e+09
## 685               79001862       58139987                104688350 8.263571e+10
## 686                2075691        2935712                  2443710 1.118501e+11
## 691                 703425        1012525                  1568930 1.072150e+10
## 694                 455984        1017433                   934440 2.526755e+09
## 695                 327855         523796                   370160 9.191371e+09
## 696               14661023       12487746                 13097010 8.008933e+10
## 698                3400210        3818446                  3590690 2.870331e+09
## 701                 261645         471047                   443390 7.434722e+09
## 703                 953729        1107788                   845100 1.206163e+10
## 710                1178194        1070095                  2390640 1.021289e+10
## 713                7265656        9678406                  8527430 2.171810e+10
## 714                 808894        1392944                  1081310 7.113147e+09
## 720                 356781         480561                   558860 6.672420e+09
## 727                2439767        2004758                  2141940 9.030938e+09
## 733                 401869         852158                   793360 2.135880e+10
## 737                2345075        3011041                  3088360 1.632234e+10
## 739                1123378        1236044                  1276400 9.969866e+09
## 740                1138673        1382265                  1545880 9.767867e+09
## 743                4209402        9756558                  4657630 2.920278e+09
## 745                 624261        1154930                   918340 3.051815e+09
## 746                2845187        5095155                  3284770 5.972842e+09
## 752                 124077         146498                   137130 8.850522e+09
## 756                1663308         483965                   680150 1.153036e+11
## 761                 624226         849884                   665210 8.000529e+09
## 767                 377899         785369                  1462480 6.369139e+09
## 768                1033696        1318249                  1489190 2.811528e+09
## 771               31586280       39726157                 31191240 1.193792e+10
## 774                7352352       14061312                 12455760 2.014412e+10
## 775                9519190        6126706                  6989810 3.048856e+10
## 776                2051407        3409469                  3983060 3.867286e+10
## 778               19718061        6075592                 13036950 8.645011e+09
## 779                3001795        3748623                  4051560 1.104845e+10
## 790                 417562         439355                   313300 1.208532e+10
## 794                 613841        1100180                   758110 1.196752e+10
## 796                 743727        1867295                  1922800 8.958255e+09
## 802                 122329         167510                   155250 1.686112e+08
## 806                2468135        5657155                  5250950 7.692682e+09
## 808                 710430        1287047                  1325890 1.901295e+11
## 809                1145118        1357249                  1165710 1.488779e+10
## 811                 882101        1414866                  1071700 7.706862e+09
## 816                 190700         447966                   267400 6.788936e+09
## 817                2394687        2069247                  3084790 9.900771e+09
## 819               28244980        1897726                  4964230 7.706223e+09
## 823                6872596        6858792                  7473550 3.771000e+10
## 824               46861462       40966804                 45843910 8.346310e+09
## 825                 878773        1412950                  1388170 1.209668e+10
## 827                1083085        1295885                   949170 4.766492e+09
## 831               17910641       19950285                 22136630 7.566442e+09
## 833                1632897        2915280                  1416130 3.874117e+09
## 834                2342252        1807549                  1479750 7.637932e+10
## 842                 692151        1362884                  1367180 5.728934e+09
## 847                5302845        7609377                  5805940 2.714738e+10
## 849                 980070        1060665                  1210160 7.785618e+10
## 853                1156774        1578734                  1872410 2.645020e+10
## 859                 164540         235525                   214640 2.036423e+10
## 862                 643043        1203868                  1137020 1.593807e+10
## 863                 443320         847463                   721220 2.810925e+09
## 865               86724609       97708365                 79198530 8.123011e+11
## 876                1309015         863212                  1136110 9.875955e+09
## 877                3648134        5738528                  5311090 1.573038e+10
## 879                 271817         324287                   364500 1.224235e+10
## 883                2202979        3413080                  2861760 5.446192e+10
## 886                 300399         235255                   180950 7.972869e+10
## 890                 843747        1174373                  1033410 7.588835e+09
## 891                 878156        1256592                  1367520 1.429105e+10
## 892                2789816        2086787                  2981410 2.056002e+09
## 894               21208675        9096852                 15201450 2.560021e+09
## 895                 872232        2079068                  1874540 1.011780e+10
## 896                 179896         250250                   355520 2.496993e+10
## 898                 142795          81739                    72820 1.371131e+10
## 901               12950492       15499103                 15934570 1.626968e+11
## 905                5768028       10636990                 11481530 7.121956e+09
## 906                 966303        1197338                  1102640 1.896367e+10
## 907                 541104         760495                   641060 5.297656e+09
## 908               10912705       13938328                 16971830 3.367090e+09
## 909                3947678        3335365                  5568783 3.367089e+09
## 911                4539640        7157923                  6923830 1.763537e+10
## 914                 667076         477123                   481390 1.592207e+10
## 917               27484892       11962336                 20137000 9.203137e+09
## 921                1023004        1865147                  2034370 1.511124e+10
## 925                1092943        1322539                  1098200 5.365980e+09
## 926                1059842         915707                  1081930 3.366770e+10
## 929                 469835         692646                   744570 1.794669e+10
## 932                1254724        1124774                  1078630 1.194986e+11
## 938                3696898        3835011                  4001740 6.861596e+09
## 944                1622130        2145598                  2399160 8.177887e+09
## 954               31768514       32746863                 38203040 2.039989e+10
## 956                 419725         381993                   340950 2.041099e+10
## 958                3749924        4241773                  4752940 6.670814e+09
## 968                6647972        5763547                  4737700 2.282582e+10
## 971                 412761         378344                   391590 8.618191e+09
## 978                2981235        2280280                  3294010 7.726247e+09
## 981                6458865        7357350                 11111350 1.040326e+09
## 983                1350628        2143817                  2084360 6.544175e+10
## 988                1063416        1535493                  1341440 1.340033e+10
## 990                1067843        1562576                  1695920 3.309893e+09
## 992                 210314         362488                   363910 1.879745e+10
## 993                 470693         639677                   745910 1.557061e+10
## 994                2144122        3758442                  4367870 1.557069e+10
## 998                2261592        3341384                  2779170 2.136979e+10
## 999                5143149        7339177                  7828200 3.736814e+09
## 1000                679193        1927353                  1798930 2.655613e+10
##      X52.Week.Low X52.Week.High Price.Sales..TTM. Trailing.Annual.Dividend.Rate
## 1        15.28000      57.90000         4.3810887                           0.0
## 7        62.04000      87.77000         2.3271290                           0.0
## 10      433.97000     638.25000        11.0933620                           0.0
## 14       93.12000     227.30000        11.0086690                           0.0
## 18       15.97300      52.48000         5.9759130                           0.0
## 26      110.38000     170.10000         7.9153710                           0.0
## 27       87.59000     129.17000         3.9295154                           0.0
## 28       30.75000      46.15000         0.4990721                           0.0
## 33      176.34000     335.40000         4.7174690                           0.0
## 35       20.42000      33.26000         4.5172250                           0.0
## 40      141.98000     287.55000        14.8401140                           0.0
## 44      118.35000     201.20000         3.3685455                           0.0
## 47       89.55000      98.95000         1.3871983                           0.0
## 48       10.11000      18.23000         1.6569324                           0.0
## 50        9.07000      16.15000         0.1356461                           0.0
## 66      258.01000     364.31000        12.1867430                           0.0
## 68       20.10000      36.28000         2.0259520                           0.0
## 71       24.61000      39.98000         1.3582946                           0.0
## 72       30.74000      73.80000         5.9548154                           0.0
## 74      164.29000     274.56000        11.9812730                           0.0
## 77       34.45000     130.39000        10.9068700                           0.0
## 79       63.62000     100.88000         0.8477841                           0.0
## 81       72.85000     114.69000         2.7546964                           0.0
## 84      168.25000     390.00000        19.1662350                           0.0
## 86      108.51000     136.93000         0.2366255                           0.0
## 92       36.21500      95.21000        34.9211000                           0.0
## 94       35.03000      68.92000         1.9029644                           0.0
## 95      135.29000     258.69000         9.7016760                           0.0
## 97      192.01000     279.53000        10.0106800                           0.0
## 99      123.81000     197.18000         0.2660063                           0.0
## 100    2375.35000    3256.37000         2.8662467                           0.0
## 103      16.63000      28.00000         2.6444197                           0.0
## 105      65.73000     204.77000         0.2606257                           0.0
## 107      25.03000      37.49000         1.5222843                           0.0
## 109     190.01000     397.32000        16.4315380                           0.0
## 110      25.03000      50.78000         4.5548370                           0.0
## 111      44.00000      69.16000         3.6377530                           0.0
## 119      39.90000      62.75600         4.1022344                           0.0
## 123      43.11000     118.69000         4.3735020                           0.0
## 124     261.59000     366.30000         3.5638309                           0.0
## 126     189.44000     269.43000         2.9234810                           0.0
## 127      67.75000      99.56000         5.1104240                           0.0
## 128      35.83000      64.78000         5.4676820                           0.0
## 129      63.08000      92.37000         0.5330490                           0.0
## 133      38.85000      87.52000         1.7691469                           0.0
## 136     151.65000     267.54000         1.3052965                           0.0
## 141     254.40000     395.52000         1.6186123                           0.0
## 142      48.35000      84.89000         8.0753390                           0.0
## 144      71.65000     141.90000         3.1971219                           0.0
## 145      40.00000      56.24500         0.6593887                           0.0
## 154     105.24000     214.70000         1.3196164                           0.0
## 156     115.66000     282.49000         1.6993715                           0.0
## 160     302.21000     498.00000         1.4356502                           0.0
## 161     227.77000     328.99000        17.9840130                           0.0
## 162      31.74000      50.50600         0.7758236                           0.0
## 166      29.28000      52.88000         0.9003520                           0.0
## 170      59.66000      88.22000         0.4311765                           0.0
## 171      10.84000      19.74000         1.0470083                           0.0
## 174      25.09000     176.33000         1.7309520                           0.0
## 176      31.80000      61.20000         2.4910398                           0.0
## 178      29.05000     131.82000        17.2369330                           0.0
## 181       9.79000      13.41000         7.4909186                           0.0
## 184      31.30000      99.62000         4.9480200                           0.0
## 186      63.45000      81.42000         0.2716614                           0.0
## 188      10.35000      19.87000         4.7352443                           0.0
## 190     161.65000     275.00000         2.5401473                           0.0
## 192     236.08000     458.30000         0.8444488                           0.0
## 198      35.37280      69.26140         7.4438076                           0.0
## 204      39.94000      63.24000         2.1744897                           0.0
## 208      65.02000     147.46000         3.5511982                           0.0
## 213       4.97000       9.61000         1.9005084                           0.0
## 214     132.92000     251.65000         2.3795440                           0.0
## 216      10.21000      22.97000         0.2769296                           0.0
## 218      53.88100     116.00000        19.7713490                           0.0
## 227      28.62000      91.00000         2.9219458                           0.0
## 228      69.95000     283.48000         9.4896710                           0.0
## 238      14.69000      35.07000         7.3858960                           0.0
## 244      42.41000      58.58000        11.9128250                           0.0
## 245      27.98000      62.15000         1.2745221                           0.0
## 247     220.39000     319.94000         5.6116560                           0.0
## 249      67.35000     100.38000        12.0379505                           0.0
## 252       8.66000      13.30000         1.3177967                           0.0
## 253      13.51000      25.19500         1.6457537                           0.0
## 257     379.77000     616.66000         6.6501660                           0.0
## 259      74.00000     165.32000         2.1205256                           0.0
## 260     160.67000     398.32700        20.1147580                           0.0
## 271      32.67000      53.06000         0.9604045                           0.0
## 272      77.81000     138.61000        16.5229640                           0.0
## 273      71.51000     166.04000         1.0823490                           0.0
## 274      47.08000      75.33000         5.8522190                           0.0
## 275      80.67000     184.48167         5.3050700                           0.0
## 281      62.34000     142.00000         6.9924564                           0.0
## 287      38.11000      64.76000         4.1652980                           0.0
## 290      60.82000     151.22000         0.4949503                           0.0
## 294      69.90000     143.34000         6.0673385                           0.0
## 295      16.88000      43.00000         4.8747390                           0.0
## 298      19.89000      41.87000        15.5598545                           0.0
## 299      25.73000      49.57000         4.4191937                           0.0
## 300      20.68000      33.43000         3.1170175                           0.0
## 305     140.16000     273.22000        18.5130180                           0.0
## 307      22.66500      43.49000         4.6808550                           0.0
## 308      14.79000      25.14000         0.2718174                           0.0
## 309      39.42000      61.41000        10.4465290                           0.0
## 310      88.47000     221.83000         5.5498095                           0.0
## 319      58.93000      96.12000         6.4401380                           0.0
## 320       8.52000      18.80000         1.5274334                           0.0
## 321      69.00000     136.06000         6.0815325                           0.0
## 328      39.98000      65.03000         1.2696412                           0.0
## 329      73.49000     141.63000        11.1249280                           0.0
## 332      15.14500      28.67000         1.2786007                           0.0
## 334     169.43000     317.50000         2.4666705                           0.0
## 346      50.63000      89.58000         2.2773380                           0.0
## 347      73.84000     117.66000         1.1850368                           0.0
## 352      40.62000      79.62000         4.8618640                           0.0
## 353      18.64000      27.83000         3.7222006                           0.0
## 355      92.48000     160.05000         1.4518645                           0.0
## 359     145.45000     223.74000         4.6939554                           0.0
## 361     811.99000    1962.83000        28.4251210                           0.0
## 374     129.22000     306.77000         6.9596150                           0.0
## 376     109.12000     179.53000         5.1620240                           0.0
## 377      64.87000     216.18000         1.3912295                           0.0
## 378      26.60000      92.40000         2.1341858                           0.0
## 379      76.30000     135.67000         2.9493053                           0.0
## 385      44.12000      78.18000        10.7001200                           0.0
## 387      18.07000      41.02000         0.6601479                           0.0
## 393      54.60000     144.38100         7.7807810                           0.0
## 394      13.66500      39.21000         1.5221311                           0.0
## 396     176.09000     243.60000         2.2085419                           0.0
## 397       9.95000      64.83000         2.2197983                           0.0
## 401     323.61000     517.48000         6.4940643                           0.0
## 402      10.68000      19.07000         1.3256143                           0.0
## 405     119.00000     257.50000         2.0795121                           0.0
## 407      79.86000     169.57000         2.2560587                           0.0
## 415      40.19000      78.53000        12.8032660                           0.0
## 417      38.49000      62.61000         3.1278315                           0.0
## 418     151.68000     251.50200         3.7135055                           0.0
## 420      43.39000      74.21000         4.2979720                           0.0
## 421      71.15000     167.65000         5.0513988                           0.0
## 424      12.51000      23.36000         3.7460709                           0.0
## 425     112.38000     157.53000         4.2478538                           0.0
## 427      15.72000      29.98000         0.3835555                           0.0
## 428      85.15000     176.09000        14.9074500                           0.0
## 429      46.07000      63.07000         0.5935834                           0.0
## 435      18.91000      34.06500        10.9363140                           0.0
## 436       9.80000      16.04000         3.2018528                           0.0
## 449      64.02000      84.67000         4.7303667                           0.0
## 455      56.24404      82.66921         3.5540938                           0.0
## 459     407.23000     693.85000        11.4126500                           0.0
## 465      41.39000      58.28900         1.1495651                           0.0
## 469     372.50000     583.39000        11.0119570                           0.0
## 471      86.57587     144.15370         4.6333320                           0.0
## 472      50.27000      70.36000         3.1808267                           0.0
## 473      18.71000      39.80000         4.7312940                           0.0
## 476     123.00000     257.40000         8.7782590                           0.0
## 477     125.82000     243.98000         8.9487400                           0.0
## 484      45.50000      84.89000        14.1357020                           0.0
## 486     254.85000     496.18000        22.7313920                           0.0
## 489      35.95000      54.44000         7.9489484                           0.0
## 490      61.86000     111.11000         2.8345873                           0.0
## 491     167.42000     261.73000         2.8817956                           0.0
## 498      99.06000     137.39000         1.7228321                           0.0
## 503     119.46000     270.62000         0.5880750                           0.0
## 512     118.57000     162.51000         5.3450418                           0.0
## 518      72.11000     130.90000         2.2608528                           0.0
## 525      13.87000      28.60000         0.3475961                           0.0
## 533      40.65000      87.64000        11.4733910                           0.0
## 540      47.17000      95.08000        11.1887770                           0.0
## 541      46.46000      95.53000        11.1878700                           0.0
## 542      15.01000      21.36000         1.0240235                           0.0
## 543      16.03000      21.83000         1.0253685                           0.0
## 544      55.08000      75.50000         5.1633143                           0.0
## 545      60.95000      82.23000         5.1693263                           0.0
## 546      29.48000      46.18000                NA                           0.0
## 547      30.00000      47.09000                NA                           0.0
## 548      67.71000     115.00000         2.6155906                           0.0
## 555      76.48000     107.96000         1.0471196                           0.0
## 557      42.57000      80.79000        18.1535930                           0.0
## 563       2.29000       5.70000        12.3529740                           0.0
## 564     226.01000     516.39000         3.2392570                           0.0
## 565      35.35000      62.21000         3.0412890                           0.0
## 566       8.85000      20.82000         1.0730515                           0.0
## 569      68.58000     118.77000        11.2913830                           0.0
## 571     164.79000     213.26000         4.8205060                           0.0
## 572     182.97000     287.63000        17.5766850                           0.0
## 574      22.13000      42.58000         3.2102087                           0.0
## 577    1295.65000    1670.24000         1.2573819                           0.0
## 585      75.22000     153.93000         3.3457000                           0.0
## 586      44.65000     127.97000         0.8061820                           0.0
## 589      27.65500      42.42500         2.7724407                           0.0
## 590      15.87000      22.30000         1.1996368                           0.0
## 596     227.21000     459.77000         5.4338913                           0.0
## 601     928.50000    1546.93000         8.1628910                           0.0
## 603      33.44000      48.25000         0.6669288                           0.0
## 607      30.71100     199.99900        64.8734800                           0.0
## 609     109.59000     161.01000         1.9927071                           0.0
## 611      62.55000     170.47000         4.8669863                           0.0
## 612      76.02000     164.06000         0.9130058                           0.0
## 613     282.96000     423.92000         0.5623710                           0.0
## 616     212.74000     509.62000        11.3637280                           0.0
## 618      43.32000      61.23000         6.9557140                           0.0
## 624      10.02000      20.85000        15.2371435                           0.0
## 630      36.90000     132.01000        11.1889925                           0.0
## 633      27.13000      37.48000         6.9889690                           0.0
## 635     344.73000     722.44000         8.5380840                           0.0
## 636     103.63000     157.98000         5.5497494                           0.0
## 654      12.71000      21.73000         1.0142770                           0.0
## 657       6.80000      15.16000        14.4476470                           0.0
## 659      33.78000      73.69000         7.4844190                           0.0
## 662    5210.49000    9764.16000         2.9317080                           0.0
## 663     860.10000    1169.11000         4.0224670                           0.0
## 666      65.04000     114.50000         5.2531140                           0.0
## 670      68.05000     104.98000         2.8252146                           0.0
## 673      59.34000      95.67000         3.8716202                           0.0
## 676     108.98000     238.93000        10.9718950                           0.0
## 685      14.16000      38.19000        33.3345450                           0.0
## 686     228.32000     380.84000        13.9333680                           0.0
## 691      53.56000     101.69000         1.7521824                           0.0
## 694      10.92000      25.47500         3.8579473                           0.0
## 695     129.94000     206.28000         6.5534920                           0.0
## 696      50.25000      78.83000         2.5811950                           0.0
## 698      13.50000      27.21000         0.4567172                           0.0
## 701     148.00000     277.34000         6.5580260                           0.0
## 703      52.92000      78.54000         0.2205809                           0.0
## 710      22.33000      47.44000         0.5734438                           0.0
## 713      23.59000      45.18500         6.5060725                           0.0
## 714      44.95000      85.08200         6.8627730                           0.0
## 720      78.85000     118.96000         0.8491245                           0.0
## 727      48.11000      83.35000         8.5059260                           0.0
## 733     134.61000     194.24000         9.6273920                           0.0
## 737      31.00000      70.41000         5.4228964                           0.0
## 739      34.74000      47.44000         5.1385790                           0.0
## 740      80.62000     130.99000         2.4389102                           0.0
## 743       4.67000      10.03000                NA                           0.0
## 745      29.74000      75.86000         1.0766298                           0.0
## 746       8.87000      15.43000         2.5099140                           0.0
## 752     214.14000     309.01000         5.6033690                           0.0
## 756     769.19000    1211.20000         8.5479100                           0.0
## 761     110.45000     211.13000        13.2821050                           0.0
## 767     207.26000     354.86000         2.0909160                           0.0
## 768      25.08000      38.35000         1.2189307                           0.0
## 771       8.26000      24.87000         2.3809168                           0.0
## 774       7.91000      24.88000         9.0009470                           0.0
## 775      26.78200      47.49500         9.6543660                           0.0
## 776       7.17000      21.38000         8.0132520                           0.0
## 778       8.24500      13.24000        54.6105300                           0.0
## 779      48.33000     108.84000         2.9493280                           0.0
## 790     341.26000     628.34000         3.8930972                           0.0
## 794      55.25000     173.25000         7.9518757                           0.0
## 796      60.01000      82.63000         0.7174065                           0.0
## 802      23.25500      36.50000         2.3023310                           0.0
## 806      14.33000      30.76000        10.6306550                           0.0
## 808     527.24000     945.46000        19.0988960                           0.0
## 809      38.69000     108.68000         3.1257160                           0.0
## 811      42.91000      92.30000         2.6436820                           0.0
## 816     114.60000     188.01000         1.5329065                           0.0
## 817      45.58000      75.09000         1.1793473                           0.0
## 819      35.52000      55.56000         7.3937410                           0.0
## 823     107.13000     237.72000        11.7608385                           0.0
## 824       6.01000      10.49000         3.5615008                           0.0
## 825      47.16000      73.40000         1.4739465                           0.0
## 827      10.71000      17.44000         4.3403320                           0.0
## 831       5.85000       7.80000         1.3427583                           0.0
## 833      15.38000      37.08000         0.6009644                           0.0
## 834     145.76000     382.60000         5.2780957                           0.0
## 842      37.78000      61.77000         2.1766467                           0.0
## 847     226.59000    1229.00000         1.8167466                           0.0
## 849     442.00000     629.38000        12.0084710                           0.0
## 853     130.34000     171.59000         4.8953757                           0.0
## 859     355.41000     448.19000         3.6681066                           0.0
## 862      51.04000     171.20000         0.7622225                           0.0
## 863      24.02000      49.44000         1.5651030                           0.0
## 865     138.80000     271.00000         8.5220120                           0.0
## 876      72.33000     125.49000         3.8821720                           0.0
## 877      13.76500      28.19000         3.5864980                           0.0
## 879     217.08000     495.68000         2.3289820                           0.0
## 883      60.23000     111.80000        25.0415080                           0.0
## 886     802.46000    1423.02000        10.4823410                           0.0
## 890      53.59000     101.91000         6.0725937                           0.0
## 891      39.57000      65.55000         3.8480945                           0.0
## 892      12.93000      28.76000         1.1327832                           0.0
## 894      11.75000      79.38000       746.3182400                           0.0
## 895      49.85600      78.16000         2.3867395                           0.0
## 896     361.16000     598.93000        12.3068070                           0.0
## 898      48.07000      76.86000         2.4337351                           0.0
## 901      40.09000      82.14000         4.0614295                           0.0
## 905      10.37000      27.87000         5.1513600                           0.0
## 906     318.17000     574.76000         1.6750631                           0.0
## 907      31.52000      60.37000        11.0069040                           0.0
## 908       6.17000       9.50000         0.6046587                           0.0
## 909       5.86000       8.99000         0.6046586                           0.0
## 911      33.68000      56.18000         0.3169833                           0.0
## 914     208.62000     366.08000         6.0847883                           0.0
## 917      13.89500      43.54000         4.4607920                           0.0
## 921      35.66000      62.34000         0.4117504                           0.0
## 925      29.15000      48.26500         3.4102192                           0.0
## 926     162.72000     236.90000        13.0816980                           0.0
## 929     167.05000     220.91000        11.7444460                           0.0
## 932     341.85000     510.64000        11.5598350                           0.0
## 938       8.28000      99.41000                NA                           0.0
## 944      18.36000      39.91000         4.3523500                           0.3
## 954       6.64000      12.70000         0.5108401                           0.0
## 956     231.90000     367.21000         7.0956903                           0.0
## 958      38.02000      76.17500         0.5603842                           0.0
## 968      35.62000      81.55000         1.7554272                           0.0
## 971     161.95000     244.04000         3.2633536                           0.0
## 978      33.23000      52.16000         3.2072678                           0.0
## 981       7.28000      47.43000         1.2888080                           0.0
## 983     199.81000     311.28000         8.3227460                           0.0
## 988      65.80000     130.51000         1.6714889                           0.0
## 990      33.88000      54.16000         1.8824960                           0.0
## 992     194.59000     372.93000         4.3143090                           0.0
## 993      33.23000      66.75000         7.5184026                           0.0
## 994      33.80000      68.73000         7.5184402                           0.0
## 998      55.06000      74.77000         4.6588360                           0.0
## 999       7.65000      19.39000         3.0336208                           0.0
## 1000    146.64000     259.61000        12.2504340                           0.0
##      Trailing.Annual.Dividend.Yield Profit.Margins Enterprise.to.Revenue
## 1                       0.000000000    -0.37957000                 3.921
## 7                       0.000000000    -0.00167000                 2.984
## 10                      0.000000000     0.25588000                11.065
## 14                      0.000000000     0.05817000                10.876
## 18                      0.000000000    -0.22288000                 8.357
## 26                      0.000000000     0.46111000                 7.061
## 27                      0.000000000     0.16012000                 4.688
## 28                      0.000000000     0.02139000                 0.629
## 33                      0.000000000     0.11338000                 4.552
## 35                      0.000000000     0.07908000                 4.820
## 40                      0.000000000    -0.03111000                14.876
## 44                      0.000000000     0.07350000                 3.482
## 47                      0.000000000     0.04017000                 1.550
## 48                      0.000000000    -0.02786000                 2.137
## 50                      0.000000000    -0.00226000                 0.706
## 66                      0.000000000     0.21297000                12.080
## 68                      0.000000000     0.01911000                    NA
## 71                      0.000000000     0.02808000                 1.784
## 72                      0.000000000    -0.52942000                 6.506
## 74                      0.000000000     0.17317000                11.535
## 77                      0.000000000     0.20907000                11.680
## 79                      0.000000000     0.18464000                 1.243
## 81                      0.000000000     0.35195000                 2.757
## 84                      0.000000000     0.39008000                18.182
## 86                      0.000000000     0.01973000                 0.361
## 92                      0.000000000    -0.38919997                31.310
## 94                      0.000000000     0.09080000                 2.342
## 95                      0.000000000    -0.06895000                 9.414
## 97                      0.000000000     0.18208000                10.112
## 99                      0.000000000     0.02930000                 0.595
## 100                     0.000000000     0.14604001                 3.580
## 103                     0.000000000     0.05277000                 3.352
## 105                     0.000000000     0.06582000                 2.532
## 107                     0.000000000     0.05683000                 2.058
## 109                     0.000000000     0.16055000                16.241
## 110                     0.000000000     0.11083000                 4.753
## 111                     0.000000000    -0.23657000                 2.841
## 119                     0.000000000     0.11547000                 4.503
## 123                     0.000000000    -0.02238000                 3.910
## 124                     0.000000000    -0.51729000                 3.479
## 126                     0.000000000     0.11979000                 3.415
## 127                     0.000000000     0.09913000                 5.062
## 128                     0.000000000     0.06432000                 6.116
## 129                     0.000000000     0.02609000                 0.670
## 133                     0.000000000     0.02897000                 1.721
## 136                     0.000000000    -0.04678000                 1.921
## 141                     0.000000000     0.04604000                 1.506
## 142                     0.000000000     0.11996999                 8.618
## 144                     0.000000000     0.03980000                 3.859
## 145                     0.000000000    -0.22375000                 1.441
## 154                     0.000000000     0.08249000                 1.571
## 156                     0.000000000     0.04185000                 2.087
## 160                     0.000000000     0.05482000                 1.669
## 161                     0.000000000     0.25361001                35.997
## 162                     0.000000000    -0.02441000                 2.999
## 166                     0.000000000    -0.05811000                 1.553
## 170                     0.000000000     0.01457000                 1.560
## 171                     0.000000000     0.03853000                 2.251
## 174                     0.000000000     0.06119000                 2.247
## 176                     0.000000000    -0.23807000                 3.564
## 178                     0.000000000     0.05042000                17.255
## 181                     0.000000000     0.02362000                 8.193
## 184                     0.000000000     0.19576000                 4.896
## 186                     0.000000000     0.01960000                 0.254
## 188                     0.000000000    -0.21641001                 4.963
## 190                     0.000000000     0.10827000                 3.205
## 192                     0.000000000     0.08507000                 2.689
## 198                     0.000000000     0.13225001                 7.705
## 204                     0.000000000     0.03436000                 2.298
## 208                     0.000000000     0.16309999                 3.355
## 213                     0.000000000    -0.46530000                 3.578
## 214                     0.000000000     0.06973000                 2.852
## 216                     0.000000000     0.00209000                 0.452
## 218                     0.000000000    -0.06904000                19.556
## 227                     0.000000000    -0.03317000                 4.224
## 228                     0.000000000     0.33003000                 8.795
## 238                     0.000000000    -0.42703000                 6.441
## 244                     0.000000000     0.32171002                11.142
## 245                     0.000000000     0.05579000                 1.609
## 247                     0.000000000     0.26413000                 7.180
## 249                     0.000000000     0.08192001                10.567
## 252                     0.000000000     0.01461000                 2.012
## 253                     0.000000000     0.03870000                 1.582
## 257                     0.000000000     0.22277000                14.039
## 259                     0.000000000     0.20019000                 2.540
## 260                     0.000000000     0.04840000                19.202
## 271                     0.000000000     0.06044000                 1.701
## 272                     0.000000000     0.06813000                15.688
## 273                     0.000000000     0.06864000                 2.123
## 274                     0.000000000     0.02886000                 6.326
## 275                     0.000000000     0.18291001                 5.040
## 281                     0.000000000     0.16949000                 6.859
## 287                     0.000000000     0.34564000                 3.884
## 290                     0.000000000    -0.03440000                 0.825
## 294                     0.000000000    -0.04235000                 5.526
## 295                     0.000000000     0.09965999                 4.473
## 298                     0.000000000     0.32525003                14.068
## 299                     0.000000000    -0.09451999                 4.542
## 300                     0.000000000     0.23056000                 3.574
## 305                     0.000000000     0.10438000                17.203
## 307                     0.000000000     0.01950000                 4.232
## 308                     0.000000000     0.00602000                 0.553
## 309                     0.000000000     0.10359000                 9.824
## 310                     0.000000000     0.10798001                 5.722
## 319                     0.000000000     0.23741000                 6.342
## 320                     0.000000000    -0.27938998                 2.698
## 321                     0.000000000     0.04618000                 5.571
## 328                     0.000000000    -0.04731000                 1.993
## 329                     0.000000000     0.09124000                10.896
## 332                     0.000000000    -0.52254003                 1.518
## 334                     0.000000000     0.08864000                 2.103
## 346                     0.000000000     0.10357001                 2.778
## 347                     0.000000000     0.07433000                 1.277
## 352                     0.000000000    -0.06700000                 5.565
## 353                     0.000000000     0.17378001                 3.323
## 355                     0.000000000     0.06092000                 1.566
## 359                     0.000000000     0.19940001                 4.451
## 361                     0.000000000     0.28942000                29.632
## 374                     0.000000000     0.31975000                 6.662
## 376                     0.000000000     0.17447000                 6.428
## 377                     0.000000000     0.07569000                 1.813
## 378                     0.000000000    -0.05440000                 2.239
## 379                     0.000000000     0.04781000                 3.280
## 385                     0.000000000     0.23709999                10.291
## 387                     0.000000000    -0.09491000                 1.017
## 393                     0.000000000     0.02860000                 7.977
## 394                     0.000000000    -0.01620000                 3.254
## 396                     0.000000000     0.08899000                 2.194
## 397                     0.000000000     0.00934000                 1.314
## 401                     0.000000000     0.13668999                 6.788
## 402                     0.000000000     0.06368000                 1.962
## 405                     0.000000000     0.03528000                 1.966
## 407                     0.000000000     0.06025000                 2.604
## 415                     0.000000000    -0.54617000                11.249
## 417                     0.000000000     0.11819001                 3.046
## 418                     0.000000000     0.07391000                 3.776
## 420                     0.000000000     0.01819000                 4.315
## 421                     0.000000000     0.40709000                 5.833
## 424                     0.000000000     0.00000000                -4.298
## 425                     0.000000000     0.21882999                 3.957
## 427                     0.000000000     0.01304000                 0.734
## 428                     0.000000000    -0.00622000                14.317
## 429                     0.000000000     0.01351000                 1.075
## 435                     0.000000000    -0.23690000                 8.850
## 436                     0.000000000     0.09063000                 4.032
## 449                     0.000000000     0.17592000                 4.758
## 455                     0.000000000    -0.49402002                 8.265
## 459                     0.000000000    -0.01515000                11.006
## 465                     0.000000000    -0.03952000                 1.517
## 469                     0.000000000     0.22343001                11.188
## 471                     0.000000000    -0.68728995                 5.068
## 472                     0.000000000     0.02523000                 2.797
## 473                     0.000000000     0.09598000                 5.184
## 476                     0.000000000     0.00852000                 8.569
## 477                     0.000000000     0.21109000                 9.276
## 484                     0.000000000    -0.14934000                12.410
## 486                     0.000000000     0.27649000                22.115
## 489                     0.000000000    -0.44961000                 7.247
## 490                     0.000000000     0.12674000                 1.892
## 491                     0.000000000     0.09390000                 3.668
## 498                     0.000000000     0.10101000                 2.697
## 503                     0.000000000     0.01759000                 0.746
## 512                     0.000000000     0.18249000                 5.426
## 518                     0.000000000     0.08722000                    NA
## 525                     0.000000000    -0.01205000                 0.537
## 533                     0.000000000     0.30259000                11.330
## 540                     0.000000000     0.81855005                15.155
## 541                     0.000000000     0.81855005                15.153
## 542                     0.000000000    -0.27030000                 2.940
## 543                     0.000000000    -0.27030000                 2.961
## 544                     0.000000000     0.07557000                 4.964
## 545                     0.000000000     0.07557000                 5.340
## 546                     0.000000000     0.00000000                    NA
## 547                     0.000000000     0.00000000                    NA
## 548                     0.000000000     0.09945000                 3.785
## 555                     0.000000000     0.02200000                 1.175
## 557                     0.000000000     0.03399000                18.676
## 563                     0.000000000     0.00000000                12.130
## 564                     0.000000000     0.16343000                 3.224
## 565                     0.000000000    -0.40207002                 4.272
## 566                     0.000000000    -0.01274000                 0.967
## 569                     0.000000000     0.10585000                11.244
## 571                     0.000000000     0.05722000                 5.810
## 572                     0.000000000     0.20542999                17.335
## 574                     0.000000000    -0.52118000                 2.874
## 577                     0.000000000     0.13003999                 1.212
## 585                     0.000000000     0.03937000                 3.692
## 586                     0.000000000     0.00064000                 1.015
## 589                     0.000000000     0.18721001                 3.665
## 590                     0.000000000     0.05935000                 1.555
## 596                     0.000000000     0.16738000                 5.246
## 601                     0.000000000     0.20952000                 8.693
## 603                     0.000000000     0.05168000                 2.428
## 607                     0.000000000    -0.43691003                70.199
## 609                     0.000000000     0.09901000                 2.497
## 611                     0.000000000    -1.16178000                 3.437
## 612                     0.000000000    -0.03302000                 1.128
## 613                     0.000000000     0.02946000                 0.387
## 616                     0.000000000    -0.12084000                10.792
## 618                     0.000000000     0.22841999                 6.854
## 624                     0.000000000    -0.21940000                15.301
## 630                     0.000000000    -0.21472000                10.859
## 633                     0.000000000    -0.05776000                 6.976
## 635                     0.000000000     0.19543000                 8.810
## 636                     0.000000000     0.16003999                 5.197
## 654                     0.000000000     0.04624000                 2.502
## 657                     0.000000000     0.31184998                13.132
## 659                     0.000000000    -0.05807000                 7.345
## 662                     0.000000000     0.16183001                 2.794
## 663                     0.000000000     0.14569001                 4.487
## 666                     0.000000000    -0.05546000                 4.789
## 670                     0.000000000     0.09187000                 2.892
## 673                     0.000000000     0.24837999                 3.998
## 676                     0.000000000     0.18501000                10.116
## 685                     0.000000000     0.16319000                31.861
## 686                     0.000000000     0.32110000                13.788
## 691                     0.000000000     0.00885000                 1.912
## 694                     0.000000000    -0.08999000                 3.709
## 695                     0.000000000     0.14743000                 6.454
## 696                     0.000000000     0.14303000                 2.560
## 698                     0.000000000    -0.19482000                 2.123
## 701                     0.000000000     0.01256000                 6.460
## 703                     0.000000000     0.00797000                 0.311
## 710                     0.000000000     0.04249000                 0.694
## 713                     0.000000000     0.05751000                 5.732
## 714                     0.000000000     0.15188000                 8.994
## 720                     0.000000000     0.04464000                 1.622
## 727                     0.000000000    -0.08537000                 7.884
## 733                     0.000000000     0.13316000                10.413
## 737                     0.000000000     0.04535000                 4.911
## 739                     0.000000000     0.03747000                 5.432
## 740                     0.000000000    -0.00657000                 2.658
## 743                     0.000000000     0.00000000                    NA
## 745                     0.000000000    -0.65597000                 2.016
## 746                     0.000000000    -0.01681000                 3.433
## 752                     0.000000000     0.14011000                 6.274
## 756                     0.000000000     0.32037997                 7.843
## 761                     0.000000000    -0.00316000                13.172
## 767                     0.000000000     0.01133000                 3.296
## 768                     0.000000000    -0.05749000                 1.906
## 771                     0.000000000    -1.15497000                 2.034
## 774                     0.000000000     0.12958000                 6.235
## 775                     0.000000000    -0.34115002                 9.473
## 776                     0.000000000     0.00271000                 4.753
## 778                     0.000000000    29.91756000                24.040
## 779                     0.000000000    -0.13165000                 2.567
## 790                     0.000000000     0.12262000                 3.986
## 794                     0.000000000     0.03143000                 7.903
## 796                     0.000000000     0.02819000                 1.053
## 802                     0.000000000     0.00000000                 4.742
## 806                     0.000000000    -0.38911000                 9.680
## 808                     0.000000000     0.11512000                18.782
## 809                     0.000000000     0.05159000                 3.320
## 811                     0.000000000     0.03640000                 2.627
## 816                     0.000000000     0.03495000                 1.747
## 817                     0.000000000     0.06903000                 1.268
## 819                     0.000000000    -0.04068000                 6.308
## 823                     0.000000000    -0.31733000                10.854
## 824                     0.000000000    -0.04836000                 3.928
## 825                     0.000000000     0.12891000                 2.377
## 827                     0.000000000     0.03651000                 6.253
## 831                     0.000000000    -0.48909000                 2.105
## 833                     0.000000000    -0.18004999                 1.214
## 834                     0.000000000     0.03220000                 5.065
## 842                     0.000000000     0.01368000                 2.903
## 847                     0.000000000     0.08085000                 1.855
## 849                     0.000000000     0.23111999                11.810
## 853                     0.000000000    -0.70334000                 5.455
## 859                     0.000000000     0.15858000                 4.093
## 862                     0.000000000     0.13176000                 1.450
## 863                     0.000000000     0.03452000                 1.737
## 865                     0.000000000     0.12996000                 8.339
## 876                     0.000000000    -0.00219000                 6.774
## 877                     0.000000000    -0.03101000                 3.318
## 879                     0.000000000     0.11739001                 2.539
## 883                     0.000000000     0.11650000                24.470
## 886                     0.000000000     0.21837999                12.919
## 890                     0.000000000     0.21068001                 6.153
## 891                     0.000000000     0.40700000                 4.120
## 892                     0.000000000     0.01322000                 0.988
## 894                     0.000000000     0.00000000               625.989
## 895                     0.000000000    -0.14020000                 1.922
## 896                     0.000000000     0.10243000                12.497
## 898                     0.000000000     0.10069000                 3.567
## 901                     0.000000000     0.05020000                 4.222
## 905                     0.000000000    -0.08134000                 3.950
## 906                     0.000000000     0.10684000                 1.809
## 907                     0.000000000    -1.21570000                11.337
## 908                     0.000000000    -0.01498000                 0.702
## 909                     0.000000000    -0.01498000                 0.671
## 911                     0.000000000     0.05277000                 0.659
## 914                     0.000000000     0.40868000                 5.140
## 917                     0.000000000    -0.38459998                 5.105
## 921                     0.000000000     0.01422000                 0.534
## 925                     0.000000000     0.10682999                    NA
## 926                     0.000000000     0.23906000                11.205
## 929                     0.000000000     0.55369000                12.473
## 932                     0.000000000    -0.04739000                11.090
## 938                     0.000000000     0.00000000                    NA
## 944                     0.007668712     0.04267000                 9.296
## 954                     0.000000000    -0.29471000                 1.471
## 956                     0.000000000     0.20708999                 7.709
## 958                     0.000000000    -0.05267000                 0.793
## 968                     0.000000000    -0.06137000                    NA
## 971                     0.000000000     0.09315000                 3.340
## 978                     0.000000000     0.07772000                 4.748
## 981                     0.000000000    -1.07060990                 6.389
## 983                     0.000000000     0.19598000                 7.813
## 988                     0.000000000     0.04478000                 2.158
## 990                     0.000000000     0.10664000                 1.863
## 992                     0.000000000     0.05279000                 4.760
## 993                     0.000000000    -0.06808000                 6.886
## 994                     0.000000000    -0.06808000                 7.119
## 998                     0.000000000     0.19083999                 3.033
## 999                     0.000000000     0.01250000                 3.841
## 1000                    0.000000000    -0.02662000                11.712
##      Enterprise.to.EBITDA Recommendation.Mean Recommendation.Key
## 1                 -16.933                 2.3                buy
## 7                  13.573                 1.8                buy
## 10                 28.494                 2.0                buy
## 14                 62.566                 1.9                buy
## 18                -53.157                 2.7               hold
## 26                 45.311                 2.8               hold
## 27                 16.404                 2.2                buy
## 28                  5.459                 2.1                buy
## 33                 21.797                 2.3                buy
## 35                 21.578                 1.9                buy
## 40                220.765                 2.0                buy
## 44                 20.226                 1.8                buy
## 47                 15.199                 3.0               hold
## 48                 24.863                 1.8                buy
## 50                  7.322                 2.7               hold
## 66                 37.820                 2.8               hold
## 68                     NA                 2.2                buy
## 71                 17.226                 1.9                buy
## 72                -13.141                 1.8                buy
## 74                 71.050                 1.7                buy
## 77                 28.009                 1.9                buy
## 79                  8.348                 2.1                buy
## 81                  9.109                 2.1                buy
## 84                 43.200                 2.0                buy
## 86                  7.543                 3.0               hold
## 92                -73.398                 1.8                buy
## 94                 18.188                 1.9                buy
## 95              -1070.184                 2.2                buy
## 97                 42.049                 2.0                buy
## 99                  9.791                 2.1                buy
## 100                15.151                 1.9                buy
## 103                19.768                 2.2                buy
## 105                13.623                 2.0                buy
## 107                10.783                 2.1                buy
## 109               149.414                 1.7                buy
## 110                19.738                 1.9                buy
## 111                91.179                 2.9               hold
## 119                21.605                 1.9                buy
## 123               -95.579                 2.3                buy
## 124                17.339                 2.6               hold
## 126                12.102                 2.1                buy
## 127                37.502                 2.0                buy
## 128                25.378                 1.9                buy
## 129                13.138                 2.2                buy
## 133                41.895                 2.0                buy
## 136               106.903                 2.3                buy
## 141                12.725                 2.9               hold
## 142                33.242                 1.7                buy
## 144                29.099                 2.6               hold
## 145                    NA                 3.1               hold
## 154                10.444                 1.9                buy
## 156                22.213                 1.8                buy
## 160                16.141                 1.9                buy
## 161               109.745                 1.9                buy
## 162                 9.203                 2.2                buy
## 166                15.807                 2.9               hold
## 170                44.857                 2.4                buy
## 171                10.015                 2.0                buy
## 174                35.775                 2.6               hold
## 176                31.540                 2.8               hold
## 178               166.090                 2.1                buy
## 181                42.316                 1.8                buy
## 184                21.538                 2.0                buy
## 186                 5.838                 2.3                buy
## 188                25.514                 2.5                buy
## 190                13.630                 2.5                buy
## 192                 6.904                 2.9               hold
## 198                38.366                 1.9                buy
## 204                25.359                 2.1                buy
## 208                14.634                 2.2                buy
## 213                 9.380                 2.1                buy
## 214                15.606                 1.7                buy
## 216                 5.784                 2.9               hold
## 218              -600.964                 2.5                buy
## 227                29.120                 2.1                buy
## 228                29.442                 2.3                buy
## 238               -15.016                 2.1                buy
## 244                26.794                 2.1                buy
## 245                12.687                 2.2                buy
## 247                13.452                 2.1                buy
## 249               137.387                 1.9                buy
## 252                12.260                 2.3                buy
## 253                65.457                 2.1                buy
## 257                    NA                 3.3               hold
## 259                 9.106                 1.8                buy
## 260               360.125                 1.9                buy
## 271                11.396                 1.7                buy
## 272               421.666                 1.9                buy
## 273                10.243                 3.0               hold
## 274                42.608                 2.2                buy
## 275                21.077                 2.3                buy
## 281                30.432                 1.8                buy
## 287                58.197                 2.8               hold
## 290                 9.811                 2.6               hold
## 294              -411.660                 2.2                buy
## 295                24.487                 2.2                buy
## 298                35.760                 2.6               hold
## 299               -78.258                 1.9                buy
## 300                14.553                 3.1               hold
## 305               249.607                 2.2                buy
## 307                26.665                 1.7                buy
## 308                 5.342                 3.3               hold
## 309                81.829                 1.9                buy
## 310                37.410                 1.9                buy
## 319                19.400                 2.5                buy
## 320                13.104                 2.2                buy
## 321               -70.538                 2.2                buy
## 328                15.654                 1.7                buy
## 329                91.359                 2.5                buy
## 332                10.938                 2.7               hold
## 334                15.524                 2.3                buy
## 346                17.711                 2.8               hold
## 347                 8.159                 1.8                buy
## 352              -210.975                 1.6                buy
## 353                15.586                 2.1                buy
## 355                11.695                 2.6               hold
## 359                16.227                 2.9               hold
## 361                68.557                 2.4                buy
## 374                15.345                 2.0                buy
## 376                14.991                 1.8                buy
## 377                13.169                 2.5                buy
## 378               -82.901                 2.0                buy
## 379                29.621                 2.6               hold
## 385                36.560                 2.5                buy
## 387                52.595                 2.5                buy
## 393                89.438                 1.8                buy
## 394                 8.368                 2.0                buy
## 396                16.997                 2.0                buy
## 397               126.721                 4.5       underperform
## 401                31.728                 2.7               hold
## 402                 5.443                 2.0                buy
## 405                41.545                 2.0                buy
## 407                17.560                 2.5                buy
## 415               -45.963                 1.9                buy
## 417                 8.696                 2.2                buy
## 418                25.148                 2.1                buy
## 420                16.643                 2.2                buy
## 421                27.191                 2.2                buy
## 424                 0.715                  NA               none
## 425                13.171                 1.3         strong_buy
## 427                16.896                 2.7               hold
## 428              -335.330                 1.9                buy
## 429                14.970                 1.9                buy
## 435               -27.351                 2.9               hold
## 436                16.623                 2.6               hold
## 449                15.269                 2.2                buy
## 455                24.444                 2.0                buy
## 459              -422.667                 1.8                buy
## 465                33.233                 1.8                buy
## 469                33.456                 2.5                buy
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## 472                86.856                 2.3                buy
## 473                31.980                 2.1                buy
## 476              -577.218                 2.3                buy
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## 484               -62.580                 1.9                buy
## 486                70.186                 2.0                buy
## 489               -17.827                 2.0                buy
## 490                11.752                 2.6               hold
## 491                20.003                 2.0                buy
## 498                 7.408                 1.9                buy
## 503                14.817                 2.1                buy
## 512                22.869                 2.2                buy
## 518                    NA                 1.3         strong_buy
## 525                 8.382                 1.7                buy
## 533                39.134                 2.1                buy
## 540                49.391                 2.2                buy
## 541                49.386                 2.2                buy
## 542                10.496                 2.1                buy
## 543                10.571                 2.0                buy
## 544                23.528                 1.6                buy
## 545                25.311                 1.8                buy
## 546                    NA                 2.0                buy
## 547                    NA                 2.0                buy
## 548                11.275                 2.3                buy
## 555                15.428                 1.9                buy
## 557                55.001                 1.7                buy
## 563                -2.977                 3.2               hold
## 564                11.928                 2.2                buy
## 565               -70.294                 2.4                buy
## 566               -82.441                 2.6               hold
## 569                57.052                 2.1                buy
## 571                40.087                 2.0                buy
## 572                70.786                 2.2                buy
## 574                -4.233                 2.3                buy
## 577                 6.103                 2.5                buy
## 585                35.107                 2.0                buy
## 586                14.798                 2.0                buy
## 589                12.511                 2.2                buy
## 590                 9.152                 1.9                buy
## 596                26.003                 1.9                buy
## 601                28.560                 3.1               hold
## 603                16.184                 2.0                buy
## 607               -72.289                 1.8                buy
## 609                11.774                 2.2                buy
## 611                -4.227                 2.7               hold
## 612                 8.158                 2.6               hold
## 613                 8.216                 2.6               hold
## 616               -74.310                 1.9                buy
## 618                23.555                 2.3                buy
## 624               -56.315                 2.0                buy
## 630               -51.428                 1.7                buy
## 633               142.172                 2.2                buy
## 635                35.563                 2.1                buy
## 636                19.346                 1.8                buy
## 654                10.559                 2.5                buy
## 657                    NA                 2.4                buy
## 659               168.501                 2.0                buy
## 662                13.655                 2.5                buy
## 663                19.887                 2.2                buy
## 666               -80.984                 2.4                buy
## 670                21.921                 2.1                buy
## 673                10.438                 2.5                buy
## 676                41.716                 1.9                buy
## 685               242.931                 3.0               hold
## 686               101.135                 2.1                buy
## 691                21.209                 1.6                buy
## 694                46.437                 2.4                buy
## 695                31.491                 2.0                buy
## 696                13.465                 2.3                buy
## 698                27.481                 2.5                buy
## 701                69.360                 2.1                buy
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## 710                 7.698                 2.7               hold
## 713                72.954                 2.1                buy
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## 720                 9.818                 2.1                buy
## 727              -112.940                 2.3                buy
## 733                39.018                 1.9                buy
## 737                52.461                 2.2                buy
## 739                28.893                 2.3                buy
## 740                13.985                 2.8               hold
## 743                -4.481                 3.2               hold
## 745                 9.692                 2.6               hold
## 746                14.731                 2.9               hold
## 752                20.723                 2.1                buy
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## 761               100.516                 1.9                buy
## 767                25.936                 2.4                buy
## 768                33.142                 2.4                buy
## 771                -2.125                 2.3                buy
## 774                    NA                 2.4                buy
## 775               -30.719                 2.2                buy
## 776                26.288                 3.3               hold
## 778                -3.743                 1.7                buy
## 779               512.436                 2.6               hold
## 790                17.929                 2.1                buy
## 794               152.979                 1.7                buy
## 796                14.826                 2.6               hold
## 802                -3.446                  NA               none
## 806               -24.733                 2.0                buy
## 808               114.077                 1.8                buy
## 809                28.078                 1.7                buy
## 811                18.553                 1.9                buy
## 816                21.225                 2.4                buy
## 817                10.157                 1.8                buy
## 819              -122.895                 1.9                buy
## 823               -30.794                 2.1                buy
## 824                    NA                 2.9               hold
## 825                 9.351                 3.2               hold
## 827                12.774                 2.0                buy
## 831                 3.095                 2.7               hold
## 833               -14.767                 2.9               hold
## 834                97.988                 2.1                buy
## 842                18.629                 2.9               hold
## 847                21.243                 2.6               hold
## 849                46.340                 1.7                buy
## 853                60.426                 1.8                buy
## 859                16.933                 2.2                buy
## 862                 7.716                 2.0                buy
## 863                10.796                 2.7               hold
## 865                65.273                 2.7               hold
## 876                31.519                 1.8                buy
## 877              -159.905                 2.4                buy
## 879                12.772                 2.1                buy
## 883               141.853                 1.9                buy
## 886                26.037                 2.0                buy
## 890                19.050                 2.5                buy
## 891                19.967                 1.9                buy
## 892                10.430                 3.0               hold
## 894               -17.134                  NA               none
## 895               212.307                 2.5                buy
## 896                71.212                 1.9                buy
## 898                11.538                 3.0               hold
## 901                60.470                 1.9                buy
## 905               -33.672                 2.9               hold
## 906                11.205                 2.5                buy
## 907               -10.580                 1.7                buy
## 908                10.796                 2.7               hold
## 909                10.307                 2.0                buy
## 911                 4.811                 1.7                buy
## 914                10.151                 2.2                buy
## 917               -38.458                 2.4                buy
## 921                13.310                 1.9                buy
## 925                    NA                 2.2                buy
## 926                45.997                 2.1                buy
## 929                17.713                 2.2                buy
## 932                26.084                 2.2                buy
## 938                    NA                 1.5         strong_buy
## 944                21.645                 3.3               hold
## 954                 7.929                 2.5                buy
## 956                22.282                 2.9               hold
## 958               -24.828                 2.4                buy
## 968                    NA                 2.1                buy
## 971                 9.760                 2.2                buy
## 978                17.055                 1.9                buy
## 981               -26.846                 2.8               hold
## 983                96.592                 2.1                buy
## 988                14.888                 1.9                buy
## 990                10.916                 2.4                buy
## 992                31.715                 2.3                buy
## 993              -106.420                 2.3                buy
## 994              -110.029                 2.2                buy
## 998                16.306                 2.7               hold
## 999                21.964                 2.8               hold
## 1000             -281.351                 2.0                buy
##      Total.Cash.Per.Share       EBITDA   Total.Debt Quick.Ratio Current.Ratio
## 1                   3.155   -146284000     89482000       4.245         5.217
## 7                   0.831    672171008   1973836032       1.065         1.181
## 10                 16.888   8134000128   6078000128       0.966         1.111
## 14                  3.299   4046000128   2244999936       1.794         2.819
## 18                  3.480   -365212992   6614347776       9.125        11.212
## 26                 17.790   1636999936   2273999872       0.722         1.406
## 27                 10.805   1122247040   4615499776       1.201         1.321
## 28                 19.888   1212000000   3875000064       0.580         0.680
## 33                 10.470    823372992    129091000       0.976         1.182
## 35                  0.893    209532992    225228000       2.241         4.646
## 40                 20.444    157972000   2708239104       2.781         3.007
## 44                  8.489 104049000448 157841997824       0.840         1.096
## 47                  4.578    233572000    474643008       1.056         1.158
## 48                  0.506    398700000   2476999936       0.626         1.873
## 50                 13.685   5150000128  39446999040       0.449         0.601
## 66                 12.808    742475008    870139008       2.859         2.951
## 68                     NA    960265024   4384875008       0.275         0.291
## 71                  1.179    712000000   3115000064       1.292         1.477
## 72                  3.023   -311300000    474510016       4.001         5.084
## 74                  7.756    117230000     43322000       4.847         5.506
## 77                  1.378   1649539968   3517729024       2.104         2.276
## 79                  8.116   2976999936   7541000192       1.061         1.494
## 81                  8.955   4682999808   2727000064       0.313         0.618
## 84                 19.971   2656448000     61600000       3.470         4.553
## 86                  4.023   1420486016   3835580928       0.981         1.481
## 92                  5.305    -97922000      2133000      13.316        13.910
## 94                  3.419    544499968   2170800128       0.990         2.130
## 95                  8.995    -38339000   1249337984       1.137         1.179
## 97                  8.735   1396000000   2603000064       0.526         0.636
## 99                  2.165   1616700032   8833000448       0.154         0.780
## 100                19.669   4247429120  12607459328       0.100         0.793
## 103                 0.423   1157299968   5114999808       0.967         1.590
## 105                14.328   2216999936  27595999232       0.693         0.869
## 107                 3.830   1002200000   3608000000       1.551         2.258
## 109                14.244    196808992    731886976       2.357         2.879
## 110                 2.408    356880992    685848000       1.943         3.068
## 111                12.181     20525000     71393000       3.902         4.777
## 119                 0.562    398700000    839000000       1.459         2.666
## 123                14.880    -52783000    989838016       0.572         1.554
## 124                57.986    514169984   1392695040       4.254         6.276
## 126                13.105   2728999936   6659500032       1.283         2.287
## 127                 6.431    349400000   1099641984       1.795         3.054
## 128                 2.153    415316000   1520930048       1.413         2.912
## 129                 0.287   1040961024   2836433920       0.114         0.759
## 133                13.800    965398016   7369062912       1.229         1.823
## 136                20.449   1322000000  57927000064       0.264         1.184
## 141                18.987    236802000     40462000       1.281         1.949
## 142                 1.978   3948000000  10936000512       0.953         1.612
## 144                 2.416    338760000   1831614976       0.456         0.556
## 145                99.579           NA   9116999680       1.324         1.541
## 154                 0.649   2561639936   4352777216       1.079         1.825
## 156                10.478    961443968   4811819008       0.349         1.036
## 160                 6.006    791852992   1918905984       1.081         1.275
## 161                 2.244   1364988032   1348667008       1.186         1.432
## 162                 3.837   3712000000  25962999808       0.527         0.698
## 166                 1.808    492000000   3478000128       0.312         0.945
## 170                 0.701    963177984  19544117248       0.217         2.503
## 171                 1.311   5269000192  30652999680       0.194         0.282
## 174                 7.777    733000000   6213000192       1.177         3.110
## 176                 1.593    495000000   4988000256       1.741         2.519
## 178                 3.007     87810000    359136000       2.893         2.992
## 181                 0.382    176106000    857280000       2.476         2.790
## 184                 3.875    338704992      1780000       3.726         4.425
## 186                38.427   6279000064  17628000256       1.123         1.173
## 188                 1.427     70724000    312552992       2.538         2.611
## 190                 3.471    958953984   2841179904       0.994         1.582
## 192                 4.217  21283999744  97564999680       0.336         0.385
## 198                 1.088   2141595008   4278757888       1.590         1.712
## 204                 7.624    364270016   1596627968       2.511         4.065
## 208                 9.680    423134016    154074000       3.505         5.461
## 213                 0.507    992600000   4731299840       0.783         0.899
## 214                 9.140   1029504000   3154971904       1.667         2.100
## 216                 0.235   1643000064   3534000128       0.568         1.866
## 218                 5.143    -48084000   1438589952       3.390         3.512
## 227                 6.041    682936000   4321035776       1.321         2.724
## 228                29.079   1342829056   4465492992       0.027         1.031
## 238                 5.984   -371297984   1113358976       4.207         4.435
## 244                 3.555   1761784064    118733000       6.695         7.029
## 245                 0.067    884000000   2640999936       1.292         2.291
## 247                20.272   2038312960   7371177984       0.667         1.017
## 249                12.004    199900000   1097699968       9.131         9.270
## 252                 0.347   1004099968   4127899904       0.386         0.755
## 253                 3.086    657000000   3715000064       0.774         1.121
## 257                 0.685           NA   5946599936      10.402        11.100
## 259                 2.825   1131529984   1870595968       0.890         1.496
## 260                16.475    187490000    791972992       1.723         1.899
## 271                 0.765    912961024   4623631872       0.761         1.565
## 272                 8.780     89060000    962369984       1.951         2.006
## 273                 5.211   2595618048  11675745280       1.059         1.158
## 274                 2.944    242300000   1238400000       0.138         1.105
## 275                 9.434   1061059008    262368000       1.941         2.863
## 281                 7.788    886800000   2594299904       2.392         2.815
## 287                 4.624    190767008    135600992       0.785         0.836
## 290                 2.653   2604699904  10797599744       0.095         1.015
## 294                11.795   -129000000    534000000       1.350         1.643
## 295                 1.993    111943000     90615000       6.622         7.036
## 298                 4.042    194191008     14031000       6.494         6.716
## 299                 1.680   -249590000   1344729984       0.641         1.109
## 300                 3.265    622300032   2006400000       0.954         1.040
## 305                20.401     43730000     57231000       3.040         3.278
## 307                 2.306    177548992    910843008       1.795         2.186
## 308                 7.284   1392000000   4841999872       1.054         1.213
## 309                 3.399    179715008     81405000       1.196         1.355
## 310                 1.934    173163008    304279008       0.883         1.769
## 319                 3.303   2028300032    693000000       2.321         3.711
## 320                 0.842    925000000   5676000256       1.092         2.928
## 321                11.167   -104325000    590744000       1.749         1.909
## 328                 0.627    243691008   1417204992       0.830         2.264
## 329                12.158    169412992   1321346944       3.711         4.232
## 332                 6.026    351600000   1642700032       1.725         2.218
## 334                32.470    625980032    165984000       4.663         4.840
## 346                 8.713    434888000   2388573952       1.790         2.408
## 347                46.030    595400000   2416199936       0.699         1.195
## 352                 5.124    -68901000   2783931904       1.853         2.172
## 353                 3.513    429380000    198016992       4.078         4.274
## 355                48.187   1776000000   6551000064       0.590         0.761
## 359                16.053    761553024    260608000       1.202         1.365
## 361                 6.364    714657984   2151418112       1.761         1.872
## 374                16.258   1634306048    621934016       1.415         2.228
## 376                 2.076   8481999872  25618999296       0.157         1.059
## 377                 5.958    511555008   1894494976       0.478         1.633
## 378                14.803    -26151000   1207830016       1.973         2.151
## 379                 1.288    485647008   1691746048       0.219         1.168
## 385                 4.366   1558700032   1076199936       1.187         1.321
## 387                 1.421     58300000   1203600000       1.022         1.185
## 393                 5.191     78052000    423592000       3.554         4.502
## 394                 4.808   2256999936  11249999872       0.833         0.869
## 396                 6.418    476953984    312064000       1.985         2.198
## 397                 9.857     47200000    533500000       5.442         6.233
## 401                16.125   1297021056   3021991936       0.773         0.898
## 402                 2.339   1251900032   2462000128       1.931         3.113
## 405                21.030   1598000000    979000000       0.690         1.057
## 407                 3.629    596494016   1616652032       0.908         2.253
## 415                 6.748   -162811008       324000       1.872         1.971
## 417                 6.102   2412000000   2752999936       1.580         2.216
## 418                 4.171    343024000    243396000       1.541         1.548
## 420                 3.640    579852032    531027008       1.394         2.423
## 421                 4.172    944600000   3924100096       0.252         0.479
## 424                30.882   -659862016     76110000      11.086        11.553
## 425                11.767    301148992    109479000       3.506         3.627
## 427                 0.684    180772000   1526139008       0.223         1.289
## 428                12.302    -41864000    442919008       1.487         1.547
## 429                 3.926    744000000   5423000064       0.734         0.856
## 435                 6.453   -203084992            0       3.519         3.709
## 436                 1.022    241510000   1046326976       1.563         2.592
## 449                10.538   1242700032   2559200000       3.069         3.987
## 455                 9.058    369571008   5564895232       1.048         1.519
## 459                33.802    -62344000    763219008       1.395         1.556
## 465                19.611    184824000   2460261120       2.462         2.676
## 469                 4.879   1265662976   1067875008       0.904         1.369
## 471                 6.240    635000000   2920999936       0.748         1.114
## 472                 7.889    124190000     37548000       1.689         1.920
## 473                 3.725    266310000   1871655936       1.741         2.029
## 476                14.743    -10477000     24512000       7.911         9.247
## 477                11.709    364000000   1433100032       2.407         3.598
## 484                 9.680   -111953000     18288000       7.224         7.815
## 486                13.387   2385999872            0       4.034         5.146
## 489                14.264   -330675008   1985788032       6.901         7.608
## 490                24.056    178675008     17418000       6.579         9.019
## 491                 9.205   2779000064  13592999936       0.751         0.849
## 498                32.076   1423776000   5791544832       1.722         2.366
## 503                 8.941   1095399936   3747099904       0.905         1.203
## 512                 9.404   1187000064   2036000000       1.249         2.050
## 518                    NA    638441024           NA       0.951         1.704
## 525                 5.489    999000000   4116000000       0.650         1.029
## 533                 0.793    181716992     19224000       2.825         4.399
## 540                 0.511    301000000   3940999936       1.353         1.679
## 541                 0.511    301000000   3940999936       1.353         1.679
## 542                10.400   2127399936  18598299648       1.183         1.337
## 543                10.400   2127399936  18598299648       1.183         1.337
## 544                 6.312    779000000   2912000000       1.378         1.677
## 545                 6.312    779000000   2912000000       1.378         1.677
## 546                 3.250           NA   1418000000       3.813         3.813
## 547                 3.250           NA   1418000000       3.813         3.813
## 548                 3.618   1033000000   3920000000       1.325         1.852
## 555                27.782   1813392000   8031306240       0.762         0.919
## 557                 0.816    121595000    260254000       2.793         4.862
## 563                 1.387  -2722977024   2416003072       3.294         3.958
## 564                13.114   2699964928   1458889984       1.182         2.432
## 565                13.044    -82600000   2559600128       4.038         5.905
## 566                 4.389    -59764000   1259945984       0.572         0.736
## 569                 7.224    133865000    489164000       6.095         8.183
## 571                 3.721    148863008   1105218944       0.324         0.416
## 572                 4.306    244058000     23157000       1.086         1.175
## 574                 5.533  -2179000064     32000000       3.108         3.447
## 577               486.530   3214846976   4399876096       1.089         2.552
## 585                 2.436    212100000    863400000       0.981         2.091
## 586                 3.820    836140032   2991250944       1.155         1.265
## 589                 3.271   1016995968   3942533120       2.280         2.510
## 590                 2.125    922334976   2651216896       1.545         2.576
## 596                16.517    409524000    153724992       0.818         0.879
## 601                 3.337   1141410944   2057884032       0.551         0.920
## 603                 7.947   2552780032  31747979264       1.213         1.470
## 607                 0.344   -466740992   3905043968       0.419         0.467
## 609                 8.567    828582016   2429614080       1.331         2.501
## 611                22.081  -4107000064   1268999936       3.771         4.088
## 612                 7.881   1500772992   2820999936       0.856         1.920
## 613               148.481   1700999936   2384000000       1.523         1.574
## 616                30.660   -264264992   1224952960       4.760         5.030
## 618                 1.597   2149065984    807884032       2.515         3.407
## 624                 5.666    -47184000    948049984       6.104         6.899
## 630                 7.172   -287260000    437601984       3.888         4.138
## 633                 1.051     24834000    110690000       0.949         1.084
## 635                15.509   8993561600  16524193792       0.782         0.948
## 636                10.289    569400000    291600000       3.782         4.190
## 654                 1.351   2153138944  14113464320       0.121         0.239
## 657                 1.849           NA   2406620928       0.722         0.921
## 659                 3.749     93670000    695214976       0.990         1.190
## 662               792.331   2071500032   1045118016       2.946         6.129
## 663                 2.500   3674210048   7711522816       0.094         0.699
## 666                13.882   -145000000   1220000000       1.661         1.830
## 670                 5.756    292379008    501043008       1.190         3.006
## 673                 6.259   2986200064   3644400128       1.791         3.015
## 676                15.917    217564000     17694000       6.898         9.333
## 685                 1.785    325126016    258459008       5.772         5.916
## 686                 7.920   1094400000   1410300032       0.771         0.892
## 691                 4.977    551710016   1407153024       1.664         1.804
## 694                 0.660     52312000     20428000       0.136         1.113
## 695                 3.721    287441984     67201000       0.139         1.131
## 696                13.319   5898999808  12958000128       0.291         1.242
## 698                 5.867    485600000  11411600384       0.869         1.026
## 701                 8.745    105592000    228818000       3.580         6.251
## 703                 0.181   1383100032   4976399872       0.686         1.637
## 710                 5.554   1606646016   3458520064       0.984         1.816
## 713                 3.986    262283008    151750000       9.245         9.499
## 714                 4.140    460803008   2609995008       1.516         1.815
## 720                 5.775   1298099968   6399000064       1.019         2.049
## 727                 4.979    -74116000     75046000       1.431         1.547
## 733                 2.062    592105984   1991427968       0.588         0.696
## 737                 5.555    281774016    280348000       1.744         1.990
## 739                 4.006    364742016   1459000064       1.225         1.768
## 740                11.410    761272000   1961110016       1.251         1.955
## 743                 1.853   -464591008     97439000       8.344         8.661
## 745                 1.594    589699968   2770800128       0.648         1.439
## 746                 0.409    554600000   2369299968       1.532         1.837
## 752                 2.643    478200000   1188700032       1.028         3.010
## 756                90.879   4519099904   2703600128       4.425         5.439
## 761                14.447     78935000    742852992       5.349         6.649
## 767                 4.238    387104000   3749110016       0.177         1.207
## 768                 2.171    132673000   1585451008       0.748         1.087
## 771                 7.802  -4800000000   6129999872       3.891         5.253
## 774                12.801           NA   5196000256       0.485         1.119
## 775                 3.727   -973864000   1848654976       0.841         1.031
## 776                10.528    872534976  13526055936       0.771         6.892
## 778                 7.679  -1016824000    379057984      27.407        27.908
## 779                14.227     18768000    627444992       2.491         2.715
## 790                 0.421    690204992    300216992       1.202         1.361
## 794                15.314     77750000   1387043968       2.691         3.898
## 796                 1.089    887000000   2838000128       0.666         1.546
## 802                 0.606   -100781000    202951008       0.970         5.229
## 806                 2.232   -283212992     20127000       1.468         1.737
## 808                26.295   1639000064   2255000064       0.966         1.118
## 809                 0.987    563148032   1062233984       0.961         1.706
## 811                 3.066    412700000   1787600000       0.751         1.352
## 816                 1.744    364600000   1009299968       1.009         2.474
## 817                 9.259   1048195968   1770217984       1.220         2.064
## 819                 5.085    -53498000     43243000       1.358         1.454
## 823                 9.638  -1130114944    312812000       1.494         1.582
## 824                 2.205           NA   3208206080       0.501         1.194
## 825                 5.194   2086000000   8305999872       0.861         1.308
## 827                 0.871    537595008   2347083008       2.400         2.934
## 831                 0.014   3832000000   4307999744       0.291         0.526
## 833                 1.766   -529800000   4151399936       0.622         1.305
## 834                24.650    748000000   1866000000       1.414         1.563
## 842                 0.376    410100000   1945500032       1.016         1.132
## 847                28.452   1304590720   2174145024       1.805         3.767
## 849                12.982   1652390016    673875008       1.378         2.023
## 853                 6.256    487800000   4122299904       0.622         0.899
## 859                 9.475   1342000000   2797400064       1.157         1.979
## 862                30.056   3929999872  12871000064       1.232         1.448
## 863                 3.132    289000000    610000000       0.622         0.748
## 865                 9.616  12177999872  12515000320       1.249         1.911
## 876                 3.425    546710016   2996792064       0.801         0.995
## 877                 2.169    -91000000     40000000       1.889         2.363
## 879                15.450   1044908032   1602173056       1.759         2.340
## 883                 3.065    375175008    264348000       1.752         1.796
## 886                60.968   3774000128  21947000832       2.695         3.815
## 890                 0.011    403601984    101169000       1.110         1.775
## 891                 3.852    766300032   1901400064       0.769         0.994
## 892                 8.483    172000000    914000000       1.609         1.680
## 894                 1.766   -125323296       807200      24.062        24.730
## 895                19.403     38373000   1145177984       5.135         5.571
## 896                 6.046    356057984    643872000       0.971         1.056
## 898                 5.881   1741632000   6334790144       1.619         2.200
## 901                 2.995   2796999936  11297000448       1.034         1.210
## 905                 3.170   -162186000     82604000       3.339         3.596
## 906                 8.786   1827608064   1928999040       0.386         1.759
## 907                 8.293   -515737984    926536000       3.196         3.535
## 908                 2.047    362268000   1342776064       0.913         1.727
## 909                 2.047    362268000   1342776064       0.913         1.727
## 911                46.370   7616000000  34254000128       0.682         0.774
## 914                66.789   1325100032    500000000       3.974         4.349
## 917                 3.195   -273838016   2364195072       2.188         2.358
## 921                 1.660   1472999936   4899999744       0.771         1.288
## 925                    NA    435200000           NA       0.468         0.730
## 926                30.167    626924992     54094000       4.941         5.015
## 929                 7.069   1076000000   1802899968       0.591         0.639
## 932                22.454   4394899968    933400000       2.101         2.521
## 938                 8.504           NA      1100000      37.551        37.689
## 944                 5.447    806992000   9035589632       4.902         5.561
## 954                 1.501   7409999872  40961998848       0.410         0.756
## 956                 5.515    995238016   2092077952       1.229         2.103
## 958                10.878   -380000000   4107000064       0.681         0.826
## 968                    NA    808000000           NA       0.665         1.324
## 971                97.486    903800000   4208199936       0.899         1.035
## 978                 0.122    670654016   3735024896       0.736         0.912
## 981                17.140   -192100000   6291400192       3.704         4.509
## 983                27.823    636000000   3364000000       1.930         2.039
## 988                 2.156   1162000000   4151000064       0.868         1.004
## 990                 2.515    300062016    176892000       1.057         2.294
## 992                 7.968    654000000   2355000064       0.758         1.283
## 993                11.372   -134000000   1808999936       1.859         2.117
## 994                11.372   -134000000   1808999936       1.859         2.117
## 998                24.432    853310976     64027000       4.371         4.559
## 999                 1.155    215400000   1416099968       0.916         0.969
## 1000               15.802    -90237000   1241794048       1.014         1.091
##      Total.Revenue Debt.to.Equity Revenue.Per.Share Return.on.Assets
## 1        631732992         12.358             5.317      -0.11953000
## 7       3057224960         64.408            33.467       0.06130000
## 10     20946999296         41.788            46.513       0.15969000
## 14     23275999232          3.971            14.399       0.00801000
## 18      2322999040        242.107             7.497      -0.04295000
## 26     10504999936         28.418            16.466       0.04205000
## 27      3927051008         97.073            25.911       0.04657000
## 28     10520999936         91.694            83.028       0.03000000
## 33      3942861056          3.435            52.116       0.06945000
## 35       937993024         20.294             4.862       0.06351000
## 40      2344406016             NA            18.617       0.01731000
## 44    604333998080         66.756            58.221       0.06584000
## 47      2289626112         40.262            70.107       0.06376000
## 48      4638000128         61.714            10.685       0.02026000
## 50     53447999488             NA            81.548       0.02779000
## 66      2324645888         15.576            26.712       0.05418000
## 68      4356657152         60.969            14.308       0.01092000
## 71      6873999872        109.877            27.710       0.03248000
## 72       628785984        179.516             5.150      -0.21506001
## 74       722075008         11.664            20.081       0.16609000
## 77      3955750912        431.710            11.726       0.13805000
## 79     19985000448         64.070            72.061       0.05430000
## 81     15473999872         13.196            41.754       0.04805000
## 84      6311667200          0.731            20.221       0.16420999
## 86     29673304064         65.971           544.784       0.03843000
## 92       229550000          0.252             3.235               NA
## 94      4227800064        147.885            33.421       0.05614000
## 95      4358602752        120.960            16.820      -0.01570000
## 97      5805000192        105.214            27.063       0.08890000
## 99     26626199552        404.590           631.701       0.07243000
## 100    17975506944             NA          1023.633       0.14196000
## 103     6825600000         94.112            10.075       0.03671000
## 105    11927000064             NA           325.874       0.04004000
## 107     5251100160        198.460            23.825       0.06330000
## 109     1810578048         37.944            24.079       0.02819000
## 110     1482033024         49.235            10.094       0.06034000
## 111      658617024          3.587            11.747      -0.01588000
## 119     1912999936             NA            14.623       0.31027000
## 123     1290172032         23.943            12.160      -0.00974000
## 124     2562604032         20.545            89.289       0.02113000
## 126     9671999488         41.912            66.657       0.05190000
## 127     2588398080         20.802            13.701       0.02229000
## 128     1723469056         57.584             9.250       0.04527000
## 129    20405921792        171.395           153.894       0.07331000
## 133    23503226880         38.196            38.208       0.01132000
## 136    73557000192             NA           120.339      -0.00229000
## 141     2000470016          3.889           165.870       0.06202000
## 142    15228999680         53.064            10.379       0.04808000
## 144     2554202880        142.736            44.151       0.03773000
## 145     4008999936        216.762            63.020      -0.00285000
## 154    17032817664        101.118           139.540       0.11623999
## 156    10233583616        449.561           159.623       0.05534000
## 160     7659831808         54.542           342.247       0.06062000
## 161     4161500928         31.652            15.430       0.12145001
## 162    11390999552        577.597            52.858       0.04547000
## 166     5008000000        219.848            42.797       0.02691000
## 170    27691773952        316.921           175.290       0.01654000
## 171    23437000704        449.853            18.542       0.03487000
## 174    11667999744       5402.609           101.398       0.03379000
## 176     4381000192        138.402            24.204       0.00037000
## 178      845224000         60.315             7.616       0.02047000
## 181      909603008         44.823             1.490       0.01298000
## 184     1489876992          0.144             6.418       0.13393000
## 186   144064004096         64.202           269.487       0.03782000
## 188      363552992         29.955             2.277       0.00349000
## 190     4077775872         75.301            79.341       0.04994000
## 192    54658998272        583.732           374.922       0.05356000
## 198    10663233536        115.274             7.763       0.13741000
## 204     4020329984         55.230            27.627       0.02521000
## 208     1845900032          8.339            34.226       0.10828000
## 213     2602400000         84.418             3.873       0.01315000
## 214     5633278976        129.211           104.331       0.06068000
## 216    21007998976         47.938            42.483       0.02487000
## 218     1477673984        163.190             4.375      -0.03585000
## 227     4707687936         54.378            31.045       0.00546000
## 228     4495277056         53.346            18.611       0.00358000
## 238      865587968        127.406             2.777      -0.10012999
## 244     4236823040          1.573             4.410       0.12956999
## 245     6972000256        153.547            37.819       0.07969000
## 247     3819173120        265.571            53.214       0.06772000
## 249     2598899968         14.842             6.406       0.00507000
## 252     6118000128         97.180             6.997       0.02945000
## 253    27182000128         94.122            15.194       0.01502000
## 257      815200000        382.443            64.609       0.02349000
## 259     4055949056        113.149            66.887       0.14337000
## 260     3516257024         27.398            14.550       0.00525000
## 271     6114877952        101.784            38.271       0.02298000
## 272     2393716992         39.977             7.247       0.00779000
## 273    12524355584        481.503           140.585       0.06802000
## 274     1632000000         50.020            10.418       0.00800000
## 275     4437319168         12.647            28.777       0.20286000
## 281     3934799872        106.573            10.088       0.06255000
## 287     2858473984          6.913            13.937       0.02437000
## 290    30966300672        146.319           142.439       0.04566000
## 294     9610000384          7.446            23.896      -0.02181000
## 295      612876992          8.199             3.595       0.03985000
## 298      493628992          1.536             2.626       0.10612001
## 299     4300251136        103.566             9.120      -0.07506000
## 300     2533799936             NA             7.600       0.10467000
## 305      634489024          7.462            14.929       0.02261000
## 307     1118647040        124.805            13.975       0.03207000
## 308    13457000448        156.043            71.508       0.00847000
## 309     1496864000          3.937             5.065       0.02967000
## 310     1132070016         43.247            20.487       0.09606000
## 319     6204400128          9.234            10.272       0.12279000
## 320     4492000256         95.523             9.107       0.01298000
## 321     1320988032         77.789            13.114      -0.03941000
## 328     1913970048         43.090            35.008      -0.00095000
## 329     1420449024        149.385            10.449       0.01854000
## 332     2533600000         55.185            14.816       0.02281000
## 334     4621454848          4.885            80.007       0.08079001
## 346     2772384000             NA            23.250       0.09220000
## 347     3804900096        199.094            81.947       0.05127000
## 352     2612011008         87.206            14.343      -0.02708000
## 353     2013976064          9.342             6.636       0.08512000
## 355    13262999552        308.137            96.863       0.03847000
## 359     2776420096          8.656            47.111       0.07689000
## 361     1653449984             NA            66.770       0.26650000
## 374     3764232960          8.572            35.211       0.07989000
## 376    19779999744         89.023            33.272       0.03937000
## 377     3716072960        117.836            67.314       0.05987000
## 378      968262976        229.679            13.219      -0.02894000
## 379     4386360832         82.662            41.119       0.03564000
## 385     5537299968        373.421             7.209       0.11603000
## 387     3014500096         82.376            33.852      -0.00585000
## 393      875144000         42.538            18.112       0.00649000
## 394     5804000256        218.999            23.539       0.02351000
## 396     3695653888         14.519           106.173       0.08131000
## 397     4552000000         12.171            13.970       0.00043000
## 401     6062887936        467.324            77.373       0.09696999
## 402     3473400064         70.458            13.204       0.09135000
## 405    33760999424          9.742           122.901               NA
## 407     4021807104         68.141            66.620       0.05104000
## 415      665217984          0.047             4.226      -0.08119000
## 417     6887000064         24.365            12.443       0.03211000
## 418     2284526080         13.235            53.121       0.06092000
## 420     2236529920         13.355            17.130       0.06114000
## 421     4402999808       2499.427            30.869       0.06846000
## 424      109739000          2.824             3.534               NA
## 425     1002334976         14.420            33.958       0.18118000
## 427     4159194880        125.007            41.858       0.01761000
## 428      980497024         32.986            11.915      -0.01545000
## 429    10362999808        184.896            86.970       0.02191000
## 435      627625024             NA             3.163      -0.07917000
## 436      995734976         77.083             4.650       0.04122000
## 449     3987599872         51.692            16.715       0.06446000
## 455     1093043968        183.295            22.017       0.00979000
## 459     2394116096         47.674            47.384      -0.01774000
## 465     4048581888         36.583            48.815      -0.01244000
## 469     3784801024         67.576            45.612       0.22767000
## 471     4429000192        203.412            27.943       0.01435000
## 472     3857014016          1.253            17.316       0.00386000
## 473     1642973056         80.473             5.569       0.01493000
## 476      705705024          3.842            23.875      -0.01327000
## 477     1872700032        143.540            26.782       0.06846000
## 484      564526016          1.598             5.745      -0.06912000
## 486     7572499968          1.911            21.452       0.07989000
## 489      813459968        753.054             5.625      -0.07579000
## 490     1109948032          0.773            24.046       0.02718000
## 491    15155000320        202.458            83.155       0.05025000
## 498     3909882880        153.924            62.285       0.04286000
## 503    21745999872         57.663           457.252       0.02925000
## 512     5002999808         38.929            28.589       0.06440000
## 518     3196359936             NA            54.409       0.04512000
## 525    15598000128        373.842            67.862       0.01537000
## 533      627656000          2.751             4.560       0.11462000
## 540      981000000         42.100             6.789       0.00331000
## 541      981000000         42.100             6.789       0.00331000
## 542     7593800192        101.537            19.527      -0.00151000
## 543     7593800192        101.537            19.527      -0.00151000
## 544     3692000000         44.472            15.744       0.02296000
## 545     3692000000         44.472            15.744       0.02296000
## 546             NA             NA                NA      -0.00752000
## 547             NA             NA                NA      -0.00752000
## 548     3076999936        498.728            34.000       0.08250000
## 555    23813904384        515.464           103.854       0.03956000
## 557      358100992         34.314             3.992               NA
## 563      668286016         57.977             0.291      -0.21164000
## 564     9989289984         36.186            79.374       0.22567000
## 565     1359200000        267.377            20.196      -0.05018000
## 566     5095181824        218.124            12.788      -0.02522000
## 569      679243008         45.249             9.479       0.02768000
## 571     1027148992             NA            42.778       0.06843000
## 572      996566016          9.239            16.188       0.24965000
## 574     3209999872          0.993            13.986      -0.35432997
## 577    16186203136         26.788          1227.483       0.03296000
## 585     2016899968         63.077            38.055       0.03000000
## 586    12185095168        109.405           156.472       0.01742000
## 589     3471540992             NA            12.878       0.12820000
## 590     5428712960        134.366            15.578       0.07159000
## 596     2030048000         20.132            65.921       0.14332000
## 601     3750152960             NA           174.260       0.20094000
## 603    17012022272        825.413            51.696       0.02592000
## 607      480633984        137.754             2.901      -0.05679000
## 609     3907698944         71.002            72.834       0.06289000
## 611     5049999872         10.835            13.220      -0.15424000
## 612    10859114496         36.864           170.454       0.03908000
## 613    36083998720         49.226           623.212       0.06860000
## 616     1819609984         89.869            25.057      -0.06182000
## 618     7385830912         13.772             7.105       0.14955000
## 624      173663008         85.484             1.000      -0.03225000
## 630     1360503040         52.312            11.380      -0.14184000
## 633      506124992         10.259             4.444      -0.00893000
## 635    36304244736         74.727            83.491       0.10819000
## 636     2119500032         11.621            21.377       0.11505000
## 654     9086199808       2036.184            21.224       0.03893000
## 657     4906123776         34.760             1.029       0.03903000
## 659     2148815872             NA             8.780       0.00639000
## 662    10123979776         25.282          3172.861       0.20260000
## 663    16283836416             NA           274.891       0.14610000
## 666     2452000000         19.892            14.715      -0.01603000
## 670     2216192000         31.499            36.047       0.07011000
## 673     7796800000         43.602            18.170       0.11146000
## 676      897212992          0.966            18.243       0.04922000
## 685     2478981120          6.246             1.127       0.03979000
## 686     8027500032         27.280            25.149       0.03219000
## 691     6118940160         60.662            57.918       0.05646000
## 694      654947968          1.587             3.686      -0.01346000
## 695     1402514944         14.090            24.950       0.04034000
## 696    31028000768         62.836            29.012       0.04193000
## 698     6284700160        373.795            41.456       0.00195000
## 701     1133682944         19.705            29.331       0.03318000
## 703    54681198592        120.584           354.153       0.03990000
## 710    17809745920         92.338            75.197       0.07366000
## 713     3338127872          4.745             4.936       0.04358000
## 714     1036483008             NA            12.044       0.06547000
## 720     7857999872        161.762           129.831       0.04328000
## 727     1061723008          5.976             7.330      -0.03806000
## 733     2218544896         66.058            18.588       0.05256000
## 737     3009893120         19.292             9.400       0.02665000
## 739     1940199040         42.845             8.733       0.01745000
## 740     4005012992         56.253            41.376       0.04237000
## 743             NA          8.243                NA      -0.23316999
## 745     2834599936         87.311            42.339       0.01073000
## 746     2379699968         84.012             5.665       0.02903000
## 752     1579500032         42.395            54.524       0.04772000
## 756    13489099776          9.585           125.831       0.07615000
## 761      602353984         37.398            10.792       0.00195000
## 767     3046099968             NA           166.229       0.03797000
## 768     2306553088             NA            24.637      -0.03253000
## 771     5014000128         89.909             5.150      -0.22559000
## 774     2238000128         72.957             2.545       0.00829000
## 775     3158007040       1660.951             5.004      -0.12309000
## 776     4826112000        153.462            35.767       0.02144000
## 778      158303008          6.430             0.204      -0.15028000
## 779     3746091008         26.244            26.150      -0.03971000
## 790     3104294912         14.055           116.421       0.11747000
## 794     1504993024        128.779            15.789       0.00725000
## 796    12487000064         56.715            96.666       0.03886000
## 802       73235000         53.306            13.263               NA
## 806      723632000          1.232             2.375      -0.08715000
## 808     9955000320         26.021            48.567       0.04048000
## 809     4763001856         64.533            34.176       0.07804000
## 811     2915200000        186.441            45.813       0.04458000
## 816     4428800000         63.243            97.959       0.04810000
## 817     8395127808         38.423            54.742       0.07061000
## 819     1042262976          6.446             7.615      -0.03536000
## 823     3206404096          7.560             9.657      -0.10785000
## 824     2343481088         54.363             2.370      -0.00389000
## 825     8207000064        289.710            47.519       0.06782000
## 827     1098185984        555.176             3.897       0.07661000
## 831     5634999808        114.422             5.115       0.05295000
## 833     6446499840             NA            57.430      -0.07706000
## 834    14471000064         43.813            73.372       0.05076000
## 842     2632000000         76.821            28.439       0.02291000
## 847    14942854144         39.749           268.814       0.11618000
## 849     6483438080          8.700            42.471       0.08620000
## 853     5403100160         68.802            31.629      -0.01870000
## 859     5551699968         29.999           117.496       0.04545000
## 862    20910000128        163.566           209.441       0.06810000
## 863     1796000000        813.333            18.383       0.06588000
## 865    95317999616         18.606            29.932       0.04416000
## 876     2543924992         34.733            31.034       0.01544000
## 877     4385999872          3.118             8.055      -0.03703000
## 879     5256522752         67.966           166.602       0.11620000
## 883     2174865920         10.990             4.446       0.04017000
## 886     7606000128             NA           131.763       0.10529999
## 890     1249686016         11.305            11.504       0.18720000
## 891     3713799936         33.752            15.054       0.03306000
## 892     1815000064        106.651            13.105       0.03174000
## 894        3430200          0.236             0.028      -0.43510000
## 895     4239172096         13.194            23.726      -0.01144000
## 896     2028952960         20.557            47.972       0.03399000
## 898     5633856000         86.182            28.733       0.02943000
## 901    40058998784         81.963            19.360       0.03331000
## 905     1382539008          4.505             2.433      -0.04210000
## 906    11321165824         82.149           234.543       0.17914000
## 907      481303008        214.269             5.946      -0.23417000
## 908     5568579072         73.918            12.713       0.02847000
## 909     5568579072         73.918            12.713       0.02847000
## 911    55635001344        325.423           169.490       0.04272000
## 914     2616699904          8.776            56.455       0.11791000
## 917     2063117056         69.198             5.341      -0.07136000
## 921    36700000256         97.785           149.491       0.04947000
## 925     1573500032             NA            11.902       0.07694000
## 926     2573648896          1.043            15.961       0.06385000
## 929     1528099968             NA            15.107       0.40682000
## 932    10337399808          6.318            40.075       0.12963000
## 938             NA          0.119                NA      -0.11565000
## 944     1878958976        140.929             9.868       0.01426000
## 954    39934001152        115.663            16.350      -0.00124000
## 956     2876534016        148.168            48.453       0.11165000
## 958    11904000000             NA           100.034      -0.09442000
## 968    13002999808             NA            39.887       0.00616000
## 971     2640900096        235.952            62.581       0.03090000
## 978     2408980992        310.906            12.600       0.06333000
## 981      807200000        713.230             6.422      -0.03191000
## 983     7863000064         40.312            29.810       0.01426000
## 988     8016999936        276.918            69.112       0.06205000
## 990     1758247040         25.060            20.397       0.13659000
## 992     4357000192         71.646            84.762       0.04023000
## 993     2071000064         40.191             8.866      -0.02086000
## 994     2071000064         40.191             8.866      -0.02086000
## 998     4586937856          0.751            14.962       0.04782000
## 999     1231800064         76.016             3.213       0.01557000
## 1000    2167770880         97.464            14.492      -0.01827000
##      Return.on.Equity Revenue.Growth Gross.Margins EBITDA.Margins
## 1         -0.31605000          0.043     0.6470200       -0.23156
## 7          0.00126000          0.088     0.4308100        0.21986
## 10         0.35355000          0.106     0.8865700        0.38831
## 14         0.02425000          0.089     0.5141800        0.17383
## 18        -0.19664000          0.479     0.4281000       -0.15722
## 26         0.74175000          0.106     0.8258899        0.15583
## 27         0.13906000          0.047     0.5994600        0.28577
## 28         0.05503000          0.021     0.2333400        0.11520
## 33         0.12088000          0.026     0.7016100        0.20883
## 35         0.06960000         -0.400     0.5238300        0.22338
## 40                 NA          1.070     0.8699800        0.06738
## 44         0.21933001          0.101     0.4804300        0.17217
## 47         0.08198000          0.069     0.4403000        0.10201
## 48        -0.06442000          0.160     0.5291900        0.08596
## 50                 NA          0.020     0.2393700        0.09636
## 66         0.09429000          0.196     0.9194900        0.31939
## 68         0.01913000          0.043     0.6448800        0.22041
## 71         0.06566000         -0.023     0.2989500        0.10358
## 72        -1.09194000          1.103     0.3686500       -0.49508
## 74         0.41864000          0.342     0.6456100        0.16235
## 77         0.70921000          0.440     0.7180400        0.41700
## 79         0.34971002         -0.029     0.1847900        0.14896
## 81         0.30843002          0.337     0.3991900        0.30264
## 84         0.34463000          0.159     0.6401200        0.42088
## 86         0.10271000         -0.190     0.1238000        0.04787
## 92                 NA          6.190     0.7732700       -0.42658
## 94         0.28613000          0.047     0.1976000        0.12879
## 95        -0.35617000          0.205     0.8156501       -0.00880
## 97         0.57445997          0.119     0.9192100        0.24048
## 99         0.36501000         -0.059     0.1829300        0.06072
## 100                NA          0.035     0.5317700        0.23629
## 103        0.06896000         -0.024     0.3371100        0.16955
## 105                NA         -0.024     0.3236400        0.18588
## 107        0.17023000          0.044     0.3289800        0.19086
## 109        0.17232001          0.346     0.5981200        0.10870
## 110        0.11604000          0.121     0.3760800        0.24081
## 111       -0.06635001          0.041     0.4043000        0.03116
## 119                NA          0.156     0.3437000        0.20842
## 123       -0.00703000          0.161     0.8530400       -0.04091
## 124       -0.17413001         -0.063     0.5416900        0.20064
## 126        0.07628000          0.004     0.7644899        0.28215
## 127        0.05097000          0.196     0.5013400        0.13499
## 128        0.04422000          0.194     0.6016400        0.24098
## 129        0.36889000          0.049     0.1816000        0.05101
## 133        0.03503000          0.112     0.3541500        0.04108
## 136                NA         -0.146     0.1046300        0.01797
## 141        0.08658000         -0.040     0.4375700        0.11837
## 142        0.09321000          0.145     0.6869100        0.25924
## 144        0.08357000          0.111     0.2319300        0.13263
## 145       -0.19438000          4.405    -0.3669200        0.00000
## 154        0.32498002         -0.016     0.3410200        0.15039
## 156        0.45173000          0.134     0.4307900        0.09395
## 160        0.12456001          0.197     0.3279800        0.10338
## 161        0.29442000          0.086     0.8850900        0.32800
## 162       -0.04540000         -0.017     0.5249800        0.32587
## 166       -0.17030000         -0.132     0.6421700        0.09824
## 170        0.06728000         -0.065     0.1179300        0.03478
## 171        0.14244000          0.177     0.5117100        0.22482
## 174                NA          0.149     0.1876900        0.06282
## 176       -0.25393000          0.233     0.2175300        0.11299
## 178        0.07403000          0.351     0.3747900        0.10389
## 181        0.01313000          0.099     0.7725700        0.19361
## 184        0.26565000          0.234     0.5044900        0.22734
## 186        0.10585000          0.036     0.1544700        0.04358
## 188       -0.07351000          0.032     0.5901400        0.19454
## 190        0.12603000         -0.032     0.3598300        0.23517
## 192        0.34924000          0.002     0.3933700        0.38940
## 198        0.43535000          0.182     0.4103600        0.20084
## 204        0.04732000         -0.118     0.4342600        0.09061
## 208        0.17181998          0.180     0.5122800        0.22923
## 213       -0.19308001         -0.028     0.6603500        0.38142
## 214        0.17260000          0.111     0.3123500        0.18275
## 216        0.01194000         -0.149     0.0521200        0.07821
## 218       -0.13394000          0.300     0.7730200       -0.03254
## 227       -0.02092000          0.091     0.3092700        0.14507
## 228        0.21006000          1.083     0.8609600        0.29872
## 238       -0.45208000          0.241     0.7244100       -0.42895
## 244        0.20129000          0.072     0.4904400        0.41583
## 245        0.23443002          0.055     0.2673600        0.12679
## 247        0.33410000          0.029     0.7836500        0.53371
## 249        0.02937000          0.119     0.7934101        0.07692
## 252        0.02580000          0.009     0.6438700        0.16412
## 253        0.29602000          0.254     0.2692200        0.02417
## 257        0.11000000         -0.313     0.9136400        0.00000
## 259        0.57123000          0.036     0.5710900        0.27898
## 260        0.07334000          0.317     0.7537200        0.05332
## 271        0.08413000         -0.172     0.2376800        0.14930
## 272        0.08040000          0.267     0.8157200        0.03721
## 273        0.45333000          0.062     0.3279400        0.20725
## 274        0.01997000          0.157     0.4882400        0.14847
## 275        0.41874000          0.221     0.5654499        0.23912
## 281        0.29413000          0.153     0.6273500        0.22537
## 287        0.70342004          0.070     0.8025500        0.06674
## 290       -0.12983000          0.007     0.3106000        0.08411
## 294       -0.06098000          0.233     0.4816900       -0.01342
## 295        0.05990000          0.166     0.8218100        0.18265
## 298        0.16861999          0.168     0.8965500        0.39339
## 299       -0.35087000          0.262     0.3875700       -0.05804
## 300                NA          0.019     0.8196000        0.24560
## 305        0.09716000          0.406     0.7330700        0.06892
## 307        0.09602001          0.300     0.2650000        0.15872
## 308        0.02058000         -0.061     0.2291000        0.10344
## 309        0.08221000          0.199     0.8248900        0.12006
## 310        0.20802000          0.500     0.7091500        0.15296
## 319        0.22021000          0.070     0.7638000        0.32691
## 320       -0.18785000          0.120     0.5523200        0.20592
## 321        0.10417000          0.183     0.7405000       -0.07897
## 328       -0.03165000          0.226     0.5880000        0.12732
## 329        0.13958000         -0.573     0.4353900        0.11927
## 332       -0.36332000         -0.044     0.5489400        0.13877
## 334        0.12299000         -0.020     0.3011100        0.13545
## 346                NA          0.030     0.7077800        0.15686
## 347        0.21816000          0.050     0.3987800        0.15648
## 352       -0.05601000          0.124     0.7318800       -0.02638
## 353        0.15061000          0.356     0.9605500        0.21320
## 355        0.25459000          0.060     0.8890100        0.13391
## 359        0.19534001         -0.010     0.8001400        0.27429
## 361                NA          0.123     0.7934800        0.43222
## 374        0.18106002          0.246     0.4577600        0.43417
## 376        0.11798000          0.074     0.6095600        0.42882
## 377        0.18456000          0.094     0.3524500        0.13766
## 378       -0.10698000          0.131     0.5285200       -0.02701
## 379        0.10876001         -0.002     0.4326200        0.11072
## 385        4.30883000          0.109     0.7808900        0.28149
## 387       -0.13418001         -0.086     0.1514700        0.01934
## 393        0.02589000          0.283     0.3690600        0.08919
## 394       -0.01820000          0.021     0.6393900        0.38887
## 396        0.16674000          0.098     0.3299200        0.12906
## 397        0.01504000         -0.314     0.2623700        0.01037
## 401        1.34407000          0.061     0.6778000        0.21393
## 402        0.07206999         -0.054     0.3961800        0.36042
## 405                NA          0.010     0.1722100        0.04733
## 407        0.10123999         -0.002     0.3621400        0.14831
## 415       -0.48253000          0.308     0.8929400       -0.24475
## 417        0.07461000         -0.115     0.2674600        0.35023
## 418        0.09614001          0.181     0.3605600        0.15015
## 420        0.01365000          1.159     0.6766100        0.25926
## 421                NA          0.073     0.6316400        0.21454
## 424                NA          0.426    -0.7794900        0.00000
## 425        0.31231000          0.080     0.5250100        0.30045
## 427        0.04546000          0.117     0.3048100        0.04346
## 428       -0.00480000          0.080     0.5949600       -0.04270
## 429        0.05014000          0.189     0.1700300        0.07179
## 435       -0.12294000          0.153     0.8207500       -0.32358
## 436        0.06870000          0.003     0.4943200        0.24254
## 449        0.13846000          0.027     0.6057800        0.31164
## 455       -0.16349001          0.421     0.5015600        0.33811
## 459       -0.02704000          0.204     0.8451200       -0.02604
## 465       -0.02391000         -0.146     0.7070700        0.04565
## 469        0.63246000          0.064     0.6040900        0.33441
## 471       -0.76185995         -0.054     0.6633600        0.14337
## 472        0.02515000          0.093     0.3108100        0.03220
## 473        0.07425000          0.066     0.8007300        0.16209
## 476        0.01030000          0.296     0.8483300       -0.01485
## 477        0.50931000          0.232     0.6838800        0.19437
## 484       -0.09625000          0.457     0.5882800       -0.19831
## 486        0.15767999          0.145     0.6685600        0.31509
## 489       -1.05706000          0.196    -0.1286000       -0.40650
## 490        0.06048000         -0.242     0.3971300        0.16098
## 491        0.22837000          0.023     0.3509700        0.18337
## 498        0.10837000          0.069     0.9259800        0.36415
## 503        0.06017000          0.114     0.5105400        0.05037
## 512        0.18031000         -0.119     0.6346200        0.23726
## 518        0.08748000          0.206     0.3126000        0.19974
## 525       -0.15410000         -0.108     0.1889300        0.06405
## 533        0.29824000         -0.347     0.6922100        0.28952
## 540        0.08824000          0.004     0.7472000        0.30683
## 541        0.08824000          0.004     0.7472000        0.30683
## 542       -0.09175000          0.014     0.6718500        0.28015
## 543       -0.09175000          0.014     0.6718500        0.28015
## 544        0.04132000          0.365     0.3085000        0.21100
## 545        0.04132000          0.365     0.3085000        0.21100
## 546                NA             NA     0.0000000        0.00000
## 547                NA             NA     0.0000000        0.00000
## 548        0.30952000          0.119     0.7045800        0.33572
## 555        0.52389000          0.070     0.2413500        0.07615
## 557                NA          0.311     0.4855500        0.33956
## 563       -0.51523995          0.329    -1.6259500        0.00000
## 564        0.43159000          0.073     0.5853600        0.27029
## 565       -0.47252998         -0.169     0.2526500       -0.06077
## 566       -0.13462000          0.406     0.3321800       -0.01173
## 569        0.07205000          0.283     0.5455400        0.19708
## 571                NA          0.791     0.4656100        0.14493
## 572        0.99579000          0.166     0.5409200        0.24490
## 574       -0.53673000          0.149     0.7495300       -0.67882
## 577        0.14047000         -0.106     0.4811900        0.19862
## 585        0.05932000          0.090     0.4928400        0.10516
## 586        0.00952000          0.030     0.1229800        0.06862
## 589                NA          0.042     0.7226000        0.29295
## 590        0.16375000         -0.007     0.4955600        0.16990
## 596        0.58855000          0.146     0.6691300        0.20173
## 601                NA         -0.036     0.5933000        0.30436
## 603        0.27016002          0.098     0.4645400        0.15006
## 607       -0.11494000         -0.074     0.7590000       -0.97109
## 609        0.12050000         -0.047     0.3808100        0.21204
## 611       -0.40941003         -0.299    -0.6299000       -0.81327
## 612       -0.04518000         -0.051     0.2576300        0.13820
## 613        0.25118000          0.175     0.1258700        0.04714
## 616       -0.19561000          0.128     0.7402500       -0.14523
## 618        0.24615000          0.025     0.5373500        0.29097
## 624       -0.03080000         -0.512     0.2925900       -0.27170
## 630       -0.40780000          0.581     0.5385000       -0.21114
## 633       -0.02760000          0.129     0.6005400        0.04907
## 635        0.31570998          0.168     0.4383700        0.24773
## 636        0.15552000          0.304     0.6854900        0.26865
## 654        1.18633010          0.076     0.3785400        0.23697
## 657        0.24347000          0.764     1.0000000        0.00000
## 659                NA          0.109     0.8493500        0.04359
## 662        0.39541000          0.117     0.2612400        0.20461
## 663                NA          0.050     0.5115600        0.22564
## 666       -0.02310000          0.162     0.7581600       -0.05914
## 670        0.13548000          0.124     0.3995600        0.13193
## 673        0.25236000         -0.172     0.4630400        0.38300
## 676        0.09517000          0.271     0.5133100        0.24249
## 685        0.11487000          0.272     0.8138800        0.13115
## 686        0.74517995          0.121     0.7434800        0.13633
## 691        0.04721000          0.231     0.2186400        0.09016
## 694       -0.04604000          0.177     0.6591600        0.07987
## 695        0.22044000          0.282     0.6863900        0.20495
## 696        0.22034000          0.082     0.3958000        0.19012
## 698       -0.33763000         -0.007     0.3853600        0.07727
## 701        0.01278000          0.145     0.6251100        0.09314
## 703        0.11074001          0.057     0.1202800        0.02529
## 710        0.22213000          0.058     0.0978400        0.09021
## 713        0.06518000          0.206     0.7858000        0.07857
## 714                NA          0.046     0.5989000        0.44458
## 720        0.08864000          0.047     0.2902600        0.16519
## 727       -0.07642000          0.244     0.8258899       -0.06981
## 733        0.10524999         -0.044     0.7981300        0.26689
## 737        0.11189999          0.109     0.7166500        0.09362
## 739        0.02068000          0.003     0.5170700        0.18799
## 740       -0.00721000          0.362     0.3986200        0.19008
## 743       -0.39402000             NA     0.0000000        0.00000
## 745       -0.45484000         -0.042     0.4788700        0.20804
## 746       -0.01443000          0.120     0.2045200        0.23305
## 752        0.08209000          0.050     0.4348800        0.30275
## 756        0.16551000          0.123     0.5327200        0.33502
## 761       -0.00096000         -0.032     0.4770300        0.13104
## 767                NA          0.036     0.4439100        0.12708
## 768                NA          0.099     0.7024000        0.05752
## 771       -0.62497000          0.033    -0.4110500       -0.95732
## 774        0.04053000          0.403     0.8583600        0.00000
## 775       -7.86395030          0.313     0.2381000       -0.30838
## 776        0.04085000          0.067     1.0000000        0.18079
## 778        1.27714990          1.550    -2.3059100        0.00000
## 779       -0.20031000          0.143     0.4511600        0.00501
## 790        0.19610001          0.185     0.2700700        0.22234
## 794        0.05202000          0.389     0.3712900        0.05166
## 796        0.07253000          0.012     0.3163300        0.07103
## 802                NA          0.028    -0.6107200       -1.37613
## 806       -0.17473000          0.331     0.7334700       -0.39138
## 808        0.14700000          0.222     0.7906600        0.16464
## 809        0.13990000          0.314     0.4698500        0.11823
## 811        0.20682000          0.298     0.2727400        0.14157
## 816        0.10241000          0.044     0.3446100        0.08232
## 817        0.15524000          0.072     0.5335700        0.12486
## 819       -0.07009000          0.173     0.8160700       -0.05133
## 823       -0.21624000          0.289     0.6783500       -0.35246
## 824       -0.01974000          0.209     0.8242100        0.00000
## 825        0.14497000          0.002     0.5697600        0.25417
## 827        0.09534001          0.083     0.5517900        0.48953
## 831       -0.53755003         -0.147     0.3070100        0.68004
## 833                NA          0.093    -0.0676500       -0.08218
## 834        0.14762999          0.198     0.2754500        0.05169
## 842        0.01436000         -0.012     0.3808500        0.15581
## 847        0.32469000          1.430     0.1413200        0.08731
## 849        0.21819000          0.127     0.8049700        0.25486
## 853       -0.50901000          0.042     0.5557600        0.09028
## 859        0.09847000         -0.036     0.4324600        0.24173
## 862        0.54903000          0.004     0.3905800        0.18795
## 863        0.42321000         -0.056     0.6063500        0.16091
## 865        0.20861000          0.023     0.1772000        0.12776
## 876       -0.02015000          1.789     0.6841600        0.21491
## 877       -0.11516000          0.270     0.2266300       -0.02075
## 879        0.26857000          0.037     0.3087400        0.19878
## 883        0.11319000          0.259     0.8123300        0.17250
## 886                NA          0.173     0.5930800        0.49619
## 890        0.34679002          0.056     0.4315100        0.32296
## 891        0.30337000         -0.124     0.6518900        0.20634
## 892        0.02930000          0.006     0.9118500        0.09477
## 894       -2.44539000         -0.298     0.9382000        0.00000
## 895       -0.06371000          0.043     0.5067200        0.00905
## 896        0.07044000          0.073     0.4433700        0.17549
## 898        0.08031000          0.005     0.2905700        0.30914
## 901        0.19178000          0.159     0.3237200        0.06982
## 905       -0.05892000          0.101     0.8403400       -0.11731
## 906        0.54978000          0.009     0.4251800        0.16143
## 907       -2.08433000          0.357    -0.4952000       -1.07155
## 908       -0.04364000         -0.101     0.4635700        0.06506
## 909       -0.04364000         -0.101     0.4635700        0.06506
## 911        0.32209000          0.057     0.3337300        0.13689
## 914        0.19253999          0.198     0.8884900        0.50640
## 917       -0.22486000         -0.158     0.6836400       -0.13273
## 921        0.10858000          0.077     0.1725600        0.04014
## 925        1.02271010          0.281     0.3792800        0.27658
## 926        0.13179000          0.146     0.7335000        0.24359
## 929                NA          0.041     0.8735000        0.70414
## 932       -0.03240000          0.061     0.5364900        0.42515
## 938       -0.14803000             NA     0.0000000        0.00000
## 944       -0.00112000          0.010     0.5160800        0.42949
## 954       -0.28667000         -0.062     0.4176400        0.18556
## 956        0.54570000         -0.043     0.5968100        0.34599
## 958                NA         -0.017     0.3041800       -0.03192
## 968       -0.06973000             NA     0.2236400        0.06214
## 971        0.13851000          0.084     0.7229000        0.34223
## 978        0.14185001          0.039     0.5508000        0.27840
## 981       -0.45815000         -0.010     0.0958900       -0.23798
## 983        0.21080999          0.167     0.7577300        0.08089
## 988        0.27578000          0.085     0.1698900        0.14494
## 990        0.29001000          0.151     0.5833100        0.17066
## 992        0.07326000          0.002     0.4652300        0.15010
## 993       -0.03138000          0.130     0.7691900       -0.06470
## 994       -0.03138000          0.130     0.7691900       -0.06470
## 998        0.11274999          0.021     0.7589500        0.18603
## 999        0.00732000         -0.055     0.8862600        0.17487
## 1000      -0.05773000          0.303     0.7808000       -0.04163
##      Earnings.Per.Share
## 1                -2.030
## 7                -0.080
## 10               11.790
## 14                0.840
## 18               -1.670
## 26                7.350
## 27                4.030
## 28                1.760
## 33                5.900
## 35                0.380
## 40               -0.570
## 44                4.190
## 47                2.810
## 48               -0.260
## 50               -0.180
## 66                5.640
## 68                0.260
## 71               -1.870
## 72               -2.720
## 74                3.450
## 77                2.340
## 79               13.250
## 81               14.220
## 84                7.700
## 86               10.640
## 92               -0.570
## 94                2.650
## 95               -1.170
## 97                4.880
## 99               18.370
## 100              51.440
## 103               0.520
## 105              20.350
## 107               1.350
## 109               3.780
## 110               1.140
## 111              -2.860
## 119               1.660
## 123              -0.270
## 124             -47.350
## 126               7.940
## 127               1.320
## 128               0.660
## 129               3.960
## 133               1.080
## 136              -5.640
## 141               7.630
## 142               1.230
## 144               1.740
## 145             -15.790
## 154              11.350
## 156               6.610
## 160              18.590
## 161               3.850
## 162              -1.290
## 166              -2.480
## 170               2.550
## 171               0.710
## 174               2.490
## 176              -5.760
## 178               0.180
## 181               0.030
## 184               1.010
## 186               5.310
## 188              -0.500
## 190               8.370
## 192              31.330
## 198               1.010
## 204               0.940
## 208               5.380
## 213              -1.910
## 214               7.250
## 216               0.090
## 218              -0.300
## 227              -1.840
## 228               5.610
## 238              -1.180
## 244               1.400
## 245               2.100
## 247              13.770
## 249               0.520
## 252               0.090
## 253               0.580
## 257              14.050
## 259              13.270
## 260               0.690
## 271               2.290
## 272               0.470
## 273               9.400
## 274               0.300
## 275               5.220
## 281               1.610
## 287               4.720
## 290              -4.810
## 294              -1.000
## 295               0.340
## 298               0.800
## 299              -0.870
## 300               1.720
## 305               1.400
## 307               0.250
## 308               0.430
## 309               0.520
## 310               2.090
## 319               2.540
## 320              -2.550
## 321               0.610
## 328              -1.950
## 329               0.930
## 332              -7.740
## 334               6.990
## 346               2.150
## 347               5.730
## 352              -0.950
## 353               1.160
## 355               5.550
## 359               9.280
## 361              18.980
## 374              11.210
## 376               5.750
## 377               5.070
## 378              -0.710
## 379               1.940
## 385               1.690
## 387              -2.420
## 393               0.510
## 394              -0.370
## 396               9.210
## 397               0.140
## 401              10.530
## 402               0.930
## 405               3.960
## 407               3.880
## 415              -2.340
## 417               1.460
## 418               3.830
## 420               0.200
## 421              12.020
## 424             -87.000
## 425               7.370
## 427               0.540
## 428              -0.070
## 429               1.180
## 435              -0.750
## 436               0.410
## 449               2.930
## 455             -10.910
## 459              -0.690
## 465              -1.870
## 469              10.080
## 471             -19.160
## 472               0.410
## 473               0.560
## 476               0.220
## 477               5.520
## 484              -0.860
## 486               5.810
## 489              -2.520
## 490               3.030
## 491               7.690
## 498               5.900
## 503               7.920
## 512               5.190
## 518               4.710
## 525              -0.810
## 533               1.360
## 540               5.550
## 541               5.550
## 542              -4.750
## 543              -4.750
## 544               1.070
## 545               1.070
## 546              -1.540
## 547              -1.540
## 548               3.310
## 555               1.100
## 557               0.140
## 563              -1.180
## 564              12.940
## 565              -8.120
## 566              -0.150
## 569               0.990
## 571               2.440
## 572               3.290
## 574              -5.560
## 577             153.910
## 585               1.480
## 586               0.110
## 589               2.300
## 590               0.900
## 596              10.630
## 601              36.360
## 603               2.660
## 607              -1.860
## 609               7.150
## 611             -15.350
## 612              -5.640
## 613              18.210
## 616              -3.020
## 618               1.600
## 624              -0.380
## 630              -2.440
## 633              -0.260
## 635              16.040
## 636               3.320
## 654               0.970
## 657               0.310
## 659              -0.510
## 662             484.130
## 663              39.770
## 666              -0.810
## 670               3.280
## 673               4.390
## 676               3.350
## 685               0.170
## 686               7.280
## 691               0.450
## 694              -0.330
## 695               3.620
## 696               4.120
## 698              -8.010
## 701               0.340
## 703               2.790
## 710               3.190
## 713               0.290
## 714               1.820
## 720               5.360
## 727              -0.630
## 733               2.450
## 737               0.430
## 739               0.350
## 740              -0.280
## 743              -0.950
## 745             -27.750
## 746              -0.090
## 752               6.780
## 756              37.760
## 761              -0.030
## 767               2.100
## 768              -1.420
## 771              -5.950
## 774               0.310
## 775              -1.720
## 776               1.802
## 778               5.730
## 779              -3.460
## 790              14.190
## 794               0.750
## 796               2.710
## 802            -134.610
## 806              -0.920
## 808               5.540
## 809               1.740
## 811               1.650
## 816               3.390
## 817               3.730
## 819              -0.320
## 823              -3.060
## 824              -0.220
## 825               2.340
## 827               0.140
## 831              -2.500
## 833             -10.010
## 834               2.550
## 842               0.390
## 847              20.070
## 849               9.690
## 853             -22.320
## 859              18.370
## 862              27.460
## 863               0.640
## 865               3.560
## 876              -0.990
## 877              -0.260
## 879              19.420
## 883               0.510
## 886              27.000
## 890               2.420
## 891               6.110
## 892               0.170
## 894              -0.430
## 895              -3.290
## 896               4.860
## 898               2.720
## 901               0.920
## 905              -0.200
## 906              24.920
## 907              -7.210
## 908              -0.200
## 909              -0.200
## 911               8.920
## 914              21.760
## 917              -2.050
## 921               2.100
## 925               1.460
## 926               3.740
## 929               8.330
## 932              -1.990
## 938              -0.930
## 944               0.090
## 954              -4.810
## 956              10.010
## 958              -5.260
## 968              -2.610
## 971               5.790
## 978               0.960
## 981              -4.560
## 983               5.800
## 988               3.020
## 990               2.150
## 992               4.450
## 993              -0.610
## 994              -0.610
## 998               2.800
## 999               0.040
## 1000             -0.380
#After some research, we notice that the NA here is not missing value but that no dividends are being payed

#Thus, if the dividend rate or yield or 5 year avg is NA is because the company does not pay dividends, hence NA will be substitute to 0
dividend_cols <- c("Dividend.Rate", "Dividend.Yield", "X5.Year.Avg.Dividend.Yield")
financial_information[dividend_cols][is.na(financial_information[dividend_cols])] <- 0
#check number of NA
sum(is.na(financial_information)) #641 NA
## [1] 641
#Let us look at Trailing PE columns NA
financial_information[is.na(financial_information$Trailing.P.E),]
##      Ticker                                longName Stock.Price
## 1       TXG                      10x Genomics, Inc.       22.97
## 7      ACHC         Acadia Healthcare Company, Inc.       76.61
## 12      AAP                Advance Auto Parts, Inc.       40.91
## 18     AFRM                   Affirm Holdings, Inc.       44.62
## 29      ALB                   Albemarle Corporation       90.46
## 31       AA                       Alcoa Corporation       36.78
## 40     ALNY           Alnylam Pharmaceuticals, Inc.      271.00
## 48       AS                       Amer Sports, Inc.       15.21
## 50      AAL            American Airlines Group Inc.       11.04
## 58     COLD            Americold Realty Trust, Inc.       29.22
## 65      NLY         Annaly Capital Management, Inc.       20.57
## 71      APG                   APi Group Corporation       33.99
## 72     APLS           Apellis Pharmaceuticals, Inc.       30.75
## 89     AZPN                  Aspen Technology, Inc.      233.55
## 92     ALAB                       Astera Labs, Inc.       51.17
## 95     TEAM                   Atlassian Corporation      162.62
## 111    AZTA                            Azenta, Inc.       48.98
## 117     BAX               Baxter International Inc.       38.98
## 123    BILL                     BILL Holdings, Inc.       52.89
## 124     BIO              Bio-Rad Laboratories, Inc.      327.89
## 136      BA                      The Boeing Company      155.81
## 145     BHF             Brighthouse Financial, Inc.       43.51
## 146     BMY            Bristol-Myers Squibb Company       50.94
## 162     CZR             Caesars Entertainment, Inc.       40.85
## 166    CPRI                  Capri Holdings Limited       38.28
## 169      CG                  The Carlyle Group Inc.       43.34
## 176    CTLT                          Catalent, Inc.       60.14
## 188    CERT                           Certara, Inc.       10.70
## 213    CLVT                           Clarivate Plc        6.83
## 218     NET                        Cloudflare, Inc.       85.50
## 227    COHR                          Coherent Corp.       89.73
## 238    CFLT                         Confluent, Inc.       19.81
## 279    XRAY                    DENTSPLY SIRONA Inc.       26.09
## 290    DLTR                       Dollar Tree, Inc.       71.29
## 294    DASH                          DoorDash, Inc.      141.68
## 299    DKNG                         DraftKings Inc.       39.14
## 304     DNB         Dun & Bradstreet Holdings, Inc.       11.40
## 320    ELAN       Elanco Animal Health Incorporated       13.88
## 328    ENOV                      Enovis Corporation       43.51
## 332    NVST            Envista Holdings Corporation       18.84
## 351      ES                       Eversource Energy       66.52
## 352    EXAS              Exact Sciences Corporation       68.73
## 378    FIVN                             Five9, Inc.       27.65
## 387    FTRE                   Fortrea Holdings Inc.       22.21
## 394    FYBR    Frontier Communications Parent, Inc.       35.48
## 415    GTLB                             GitLab Inc.       53.09
## 424    GRAL                             GRAIL, Inc.       13.24
## 428    GWRE                Guidewire Software, Inc.      176.05
## 434     HAS                            Hasbro, Inc.       71.95
## 435     HCP                         HashiCorp, Inc.       33.83
## 438      HR    Healthcare Realty Trust Incorporated       18.24
## 455     HHH             Howard Hughes Holdings Inc.       77.33
## 459    HUBS                           HubSpot, Inc.      532.11
## 463     HUN                    Huntsman Corporation       23.70
## 465     IAC                                IAC Inc.       54.04
## 471    ILMN                          Illumina, Inc.      128.82
## 481     IFF International Flavors & Fragrances Inc.      104.59
## 484    ITCI          Intra-Cellular Therapies, Inc.       75.52
## 487     IVZ                            Invesco Ltd.       17.55
## 489    IONS             Ionis Pharmaceuticals, Inc.       41.00
## 525      KD                  Kyndryl Holdings, Inc.       23.45
## 536     LEG           Leggett & Platt, Incorporated       13.72
## 542   LBTYA                     Liberty Global Ltd.       21.23
## 543   LBTYK                     Liberty Global Ltd.       21.71
## 546   LLYVA                      Liberty Live Group       45.82
## 547   LLYVK                      Liberty Live Group       46.81
## 563    LCID                       Lucid Group, Inc.        3.56
## 565    LITE                  Lumentum Holdings Inc.       60.79
## 566    LYFT                              Lyft, Inc.       13.33
## 574    CART                          Maplebear Inc.       40.08
## 583    MRVL                Marvell Technology, Inc.       71.20
## 595     MPW          Medical Properties Trust, Inc.        6.10
## 605      MU                 Micron Technology, Inc.       94.00
## 607    MSTR              MicroStrategy Incorporated      153.88
## 611    MRNA                           Moderna, Inc.       63.94
## 612     MHK                 Mohawk Industries, Inc.      157.08
## 616     MDB                           MongoDB, Inc.      279.92
## 624      MP                      MP Materials Corp.       16.00
## 630    NTRA                            Natera, Inc.      123.08
## 633    NCNO                             nCino, Inc.       30.61
## 639     NWL                      Newell Brands Inc.        7.08
## 641     NEM                     Newmont Corporation       55.85
## 659    NTNX                           Nutanix, Inc.       60.64
## 666    OKTA                              Okta, Inc.       75.83
## 687   PARAA                        Paramount Global       21.90
## 688    PARA                        Paramount Global       10.55
## 694    PYCR                        Paycor HCM, Inc.       14.13
## 698    PENN                PENN Entertainment, Inc.       18.81
## 705    PRGO                     Perrigo Company plc       26.54
## 706     PFE                             Pfizer Inc.       29.50
## 727    PCOR              Procore Technologies, Inc.       61.15
## 740    QRVO                             Qorvo, Inc.      102.97
## 743      QS                QuantumScape Corporation        5.77
## 745    QDEL                 QuidelOrtho Corporation       45.39
## 746     RCM                             R1 RCM Inc.       14.15
## 754     RRX               Regal Rexnord Corporation      168.48
## 761    RGEN                    Repligen Corporation      142.85
## 768     RNG                       RingCentral, Inc.       30.62
## 771    RIVN                 Rivian Automotive, Inc.       11.84
## 775    RBLX                      Roblox Corporation       47.11
## 779    ROKU                              Roku, Inc.       76.36
## 799     SMG          The Scotts Miracle-Gro Company       81.21
## 802     SEG        Seaport Entertainment Group Inc.       26.74
## 806       S                       SentinelOne, Inc.       24.25
## 819    SMAR                         Smartsheet Inc.       55.46
## 821      SW                    Smurfit Westrock Plc       47.50
## 823    SNOW                          Snowflake Inc.      112.50
## 824    SOFI                 SoFi Technologies, Inc.        7.83
## 831     SWN             Southwestern Energy Company        6.86
## 833     SPR       Spirit AeroSystems Holdings, Inc.       33.22
## 837     SWK            Stanley Black & Decker, Inc.      107.33
## 853    TTWO     Take-Two Interactive Software, Inc.      150.90
## 876     TKO                TKO Group Holdings, Inc.      121.89
## 877    TOST                             Toast, Inc.       27.99
## 881     TPG                                TPG Inc.       58.68
## 887     TRU                              TransUnion      105.99
## 893     TFC            Truist Financial Corporation       41.98
## 894     DJT    Trump Media & Technology Group Corp.       12.79
## 895    TWLO                             Twilio Inc.       63.00
## 897     TSN                       Tyson Foods, Inc.       60.52
## 905    PATH                             UiPath Inc.       12.95
## 907    RARE          Ultragenyx Pharmaceutical Inc.       57.48
## 908     UAA                      Under Armour, Inc.        7.99
## 909      UA                      Under Armour, Inc.        7.58
## 917       U                     Unity Software Inc.       23.19
## 927     VTR                            Ventas, Inc.       63.96
## 932    VRTX     Vertex Pharmaceuticals Incorporated      462.99
## 935     VFC                        V.F. Corporation       18.75
## 936    VTRS                            Viatris Inc.       11.45
## 938    VKTX               Viking Therapeutics, Inc.       61.93
## 951     WBA          Walgreens Boots Alliance, Inc.        8.53
## 954     WBD            Warner Bros. Discovery, Inc.        8.32
## 958       W                            Wayfair Inc.       54.03
## 968     WDC             Western Digital Corporation       66.46
## 981    WOLF                         Wolfspeed, Inc.        8.20
## 993      ZG                      Zillow Group, Inc.       65.17
## 994       Z                      Zillow Group, Inc.       67.26
## 1000     ZS                           Zscaler, Inc.      174.15
##                                      Industry                 Sector
## 1                 Health Information Services             Healthcare
## 7                     Medical Care Facilities             Healthcare
## 12                           Specialty Retail      Consumer Cyclical
## 18                  Software - Infrastructure             Technology
## 29                        Specialty Chemicals        Basic Materials
## 31                                   Aluminum        Basic Materials
## 40                              Biotechnology             Healthcare
## 48                                    Leisure      Consumer Cyclical
## 50                                   Airlines            Industrials
## 58                          REIT - Industrial            Real Estate
## 65                            REIT - Mortgage            Real Estate
## 71                 Engineering & Construction            Industrials
## 72                              Biotechnology             Healthcare
## 89                     Software - Application             Technology
## 92                             Semiconductors             Technology
## 95                     Software - Application             Technology
## 111            Medical Instruments & Supplies             Healthcare
## 117            Medical Instruments & Supplies             Healthcare
## 123                    Software - Application             Technology
## 124                           Medical Devices             Healthcare
## 136                       Aerospace & Defense            Industrials
## 145                          Insurance - Life     Financial Services
## 146              Drug Manufacturers - General             Healthcare
## 162                         Resorts & Casinos      Consumer Cyclical
## 166                              Luxury Goods      Consumer Cyclical
## 169                          Asset Management     Financial Services
## 176  Drug Manufacturers - Specialty & Generic             Healthcare
## 188               Health Information Services             Healthcare
## 213           Information Technology Services             Technology
## 218                 Software - Infrastructure             Technology
## 227        Scientific & Technical Instruments             Technology
## 238                 Software - Infrastructure             Technology
## 279            Medical Instruments & Supplies             Healthcare
## 290                           Discount Stores     Consumer Defensive
## 294            Internet Content & Information Communication Services
## 299                                  Gambling      Consumer Cyclical
## 304          Financial Data & Stock Exchanges     Financial Services
## 320  Drug Manufacturers - Specialty & Generic             Healthcare
## 328            Specialty Industrial Machinery            Industrials
## 332            Medical Instruments & Supplies             Healthcare
## 351            Utilities - Regulated Electric              Utilities
## 352                    Diagnostics & Research             Healthcare
## 378                 Software - Infrastructure             Technology
## 387                             Biotechnology             Healthcare
## 394                          Telecom Services Communication Services
## 415                 Software - Infrastructure             Technology
## 424                    Diagnostics & Research             Healthcare
## 428                    Software - Application             Technology
## 434                                   Leisure      Consumer Cyclical
## 435                 Software - Infrastructure             Technology
## 438              REIT - Healthcare Facilities            Real Estate
## 455                 Real Estate - Diversified            Real Estate
## 459                    Software - Application             Technology
## 463                                 Chemicals        Basic Materials
## 465            Internet Content & Information Communication Services
## 471                    Diagnostics & Research             Healthcare
## 481                       Specialty Chemicals        Basic Materials
## 484  Drug Manufacturers - Specialty & Generic             Healthcare
## 487                          Asset Management     Financial Services
## 489                             Biotechnology             Healthcare
## 525           Information Technology Services             Technology
## 536        Furnishings, Fixtures & Appliances      Consumer Cyclical
## 542                          Telecom Services Communication Services
## 543                          Telecom Services Communication Services
## 546                             Entertainment Communication Services
## 547                             Entertainment Communication Services
## 563                        Auto Manufacturers      Consumer Cyclical
## 565                   Communication Equipment             Technology
## 566                    Software - Application             Technology
## 574                           Internet Retail      Consumer Cyclical
## 583                            Semiconductors             Technology
## 595              REIT - Healthcare Facilities            Real Estate
## 605                            Semiconductors             Technology
## 607                    Software - Application             Technology
## 611                             Biotechnology             Healthcare
## 612        Furnishings, Fixtures & Appliances      Consumer Cyclical
## 616                 Software - Infrastructure             Technology
## 624          Other Industrial Metals & Mining        Basic Materials
## 630                    Diagnostics & Research             Healthcare
## 633                    Software - Application             Technology
## 639             Household & Personal Products     Consumer Defensive
## 641                                      Gold        Basic Materials
## 659                 Software - Infrastructure             Technology
## 666                 Software - Infrastructure             Technology
## 687                             Entertainment Communication Services
## 688                             Entertainment Communication Services
## 694                    Software - Application             Technology
## 698                         Resorts & Casinos      Consumer Cyclical
## 705  Drug Manufacturers - Specialty & Generic             Healthcare
## 706              Drug Manufacturers - General             Healthcare
## 727                    Software - Application             Technology
## 740                            Semiconductors             Technology
## 743                                Auto Parts      Consumer Cyclical
## 745                           Medical Devices             Healthcare
## 746               Health Information Services             Healthcare
## 754            Specialty Industrial Machinery            Industrials
## 761            Medical Instruments & Supplies             Healthcare
## 768                    Software - Application             Technology
## 771                        Auto Manufacturers      Consumer Cyclical
## 775            Electronic Gaming & Multimedia Communication Services
## 779                             Entertainment Communication Services
## 799                       Agricultural Inputs        Basic Materials
## 802                      Real Estate Services            Real Estate
## 806                 Software - Infrastructure             Technology
## 819                    Software - Application             Technology
## 821                    Packaging & Containers      Consumer Cyclical
## 823                    Software - Application             Technology
## 824                           Credit Services     Financial Services
## 831                      Oil & Gas Integrated                 Energy
## 833                       Aerospace & Defense            Industrials
## 837                       Tools & Accessories            Industrials
## 853            Electronic Gaming & Multimedia Communication Services
## 876                             Entertainment Communication Services
## 877                 Software - Infrastructure             Technology
## 881                          Asset Management     Financial Services
## 887          Financial Data & Stock Exchanges     Financial Services
## 893                          Banks - Regional     Financial Services
## 894            Internet Content & Information Communication Services
## 895                 Software - Infrastructure             Technology
## 897                             Farm Products     Consumer Defensive
## 905                 Software - Infrastructure             Technology
## 907                             Biotechnology             Healthcare
## 908                     Apparel Manufacturing      Consumer Cyclical
## 909                     Apparel Manufacturing      Consumer Cyclical
## 917                    Software - Application             Technology
## 927              REIT - Healthcare Facilities            Real Estate
## 932                             Biotechnology             Healthcare
## 935                     Apparel Manufacturing      Consumer Cyclical
## 936  Drug Manufacturers - Specialty & Generic             Healthcare
## 938                             Biotechnology             Healthcare
## 951                  Pharmaceutical Retailers             Healthcare
## 954                             Entertainment Communication Services
## 958                           Internet Retail      Consumer Cyclical
## 968                         Computer Hardware             Technology
## 981                            Semiconductors             Technology
## 993            Internet Content & Information Communication Services
## 994            Internet Content & Information Communication Services
## 1000                Software - Infrastructure             Technology
##      Full.Time.Employees Dividend.Rate Dividend.Yield Payout.Ratio
## 1                   1259          0.00         0.0000       0.0000
## 7                  23500          0.00         0.0000       0.0000
## 12                 40000          1.00         0.0244       6.2500
## 18                  2006          0.00         0.0000       0.0000
## 29                  9000          1.62         0.0179       0.5797
## 31                 13600          0.40         0.0109       0.0584
## 40                  2100          0.00         0.0000       0.0000
## 48                 11400          0.00         0.0000       0.0000
## 50                137400          0.00         0.0000       0.0000
## 58                 14559          0.88         0.0301       7.6364
## 65                   187          2.60         0.1280       0.8980
## 71                 29000          0.00         0.0000       0.0000
## 72                   702          0.00         0.0000       0.0000
## 89                  1187          2.10         0.0099       0.0000
## 92                   267          0.00         0.0000       0.0000
## 95                 12157          0.00         0.0000       0.0000
## 111                 3300          0.00         0.0000       0.0000
## 117                60000          1.16         0.0298       2.5217
## 123                 2187          0.00         0.0000       0.0000
## 124                 8000          0.00         0.0000       0.0000
## 136               171000          0.00         0.0000       0.0000
## 145                 1500          0.00         0.0000       0.0000
## 146                34100          2.40         0.0471       0.5984
## 162                51000          0.00         0.0000       0.0000
## 166                10200          0.00         0.0000       0.0000
## 169                 2200          1.40         0.0325       2.3276
## 176                16900          0.00         0.0000       0.0000
## 188                 1338          0.00         0.0000       0.0000
## 213                12000          0.00         0.0000       0.0000
## 218                 3902          0.00         0.0000       0.0000
## 227                26157          0.00         0.0000       0.0000
## 238                 2744          0.00         0.0000       0.0000
## 279                15000          0.64         0.0245       0.2883
## 290                65894          0.00         0.0000       0.0000
## 294                19300          0.00         0.0000       0.0000
## 299                 4400          0.00         0.0000       0.0000
## 304                 6414          0.20         0.0175       0.0000
## 320                 9300          0.00         0.0000       0.0000
## 328                 6550          0.00         0.0000       0.0000
## 332                12800          0.00         0.0000       0.0000
## 351                10171          2.86         0.0430       0.7972
## 352                 6500          0.00         0.0000       0.0000
## 378                 2684          0.00         0.0000       0.0000
## 387                16000          0.00         0.0000       0.0000
## 394                12960          0.00         0.0000       0.0000
## 415                 2130          0.00         0.0000       0.0000
## 424                 1360          0.00         0.0000       0.0000
## 428                 3469          0.00         0.0000       0.0000
## 434                 5502          2.80         0.0389       3.2558
## 435                 2200          0.00         0.0000       0.0000
## 438                  584          1.24         0.0680       2.5153
## 455                  608          0.00         0.0000       0.0000
## 459                 8002          0.00         0.0000       0.0000
## 463                 6000          1.00         0.0422       1.8000
## 465                 9500          0.00         0.0000       0.0000
## 471                10590          0.00         0.0000       0.0000
## 481                21500          1.60         0.0153      54.0000
## 484                  610          0.00         0.0000       0.0000
## 487                 8536          0.82         0.0467       0.5962
## 489                  927          0.00         0.0000       0.0000
## 525                80000          0.00         0.0000       0.0000
## 536                19300          0.20         0.0146       1.1465
## 542                 9860          0.00         0.0000       0.0000
## 543                 9860          0.00         0.0000       0.0000
## 546                   NA          0.00         0.0000       0.0000
## 547                   NA          0.00         0.0000       0.0000
## 563                 6500          0.00         0.0000       0.0000
## 565                 7257          0.00         0.0000       0.0000
## 566                 2945          0.00         0.0000       0.0000
## 574                 3380          0.00         0.0000       0.0000
## 583                 6511          0.24         0.0034       0.1101
## 595                  121          0.32         0.0525      10.5455
## 605                43000          0.46         0.0049       0.3156
## 607                 1839          0.00         0.0000       0.0000
## 611                 5600          0.00         0.0000       0.0000
## 612                43300          0.00         0.0000       0.0000
## 616                 5360          0.00         0.0000       0.0000
## 624                  681          0.00         0.0000       0.0000
## 630                 3282          0.00         0.0000       0.0000
## 633                 1653          0.00         0.0000       0.0000
## 639                24600          0.28         0.0395       1.9574
## 641                21700          1.00         0.0179       1.8033
## 659                 7150          0.00         0.0000       0.0000
## 666                 5938          0.00         0.0000       0.0000
## 687                21900          0.20         0.0091       0.9320
## 688                21900          0.20         0.0190       0.9320
## 694                 2900          0.00         0.0000       0.0000
## 698                23333          0.00         0.0000       0.0000
## 705                 9140          1.10         0.0416     109.5000
## 706                88000          1.68         0.0569       4.4324
## 727                 3694          0.00         0.0000       0.0000
## 740                 8700          0.00         0.0000       0.0000
## 743                  850          0.00         0.0000       0.0000
## 745                 7100          0.00         0.0000       0.0000
## 746                29400          0.00         0.0000       0.0000
## 754                30000          1.40         0.0083       0.3763
## 761                 1783          0.00         0.0000       0.0000
## 768                 4084          0.00         0.0000       0.0000
## 771                16790          0.00         0.0000       0.0000
## 775                 2457          0.00         0.0000       0.0000
## 779                 3150          0.00         0.0000       0.0000
## 799                 5500          2.64         0.0325       0.3626
## 802                   NA          0.00         0.0000       0.0000
## 806                 2500          0.00         0.0000       0.0000
## 819                 3317          0.00         0.0000       0.0000
## 821               100000          1.93         0.0407       1.3098
## 823                 7630          0.00         0.0000       0.0000
## 824                 4400          0.00         0.0000       0.0000
## 831                 1165          0.00         0.0000       0.0000
## 833                20655          0.00         0.0000       0.0000
## 837                50000          3.28         0.0306       3.0000
## 853                12371          0.00         0.0000       0.0000
## 876                   NA          0.00         0.0000       0.0000
## 877                 5500          0.00         0.0000       0.0000
## 881                 1850          1.68         0.0286      19.2857
## 887                13000          0.42         0.0040       0.3784
## 893                41368          2.08         0.0493       0.5226
## 894                   NA          0.00         0.0000       0.0000
## 895                 5867          0.00         0.0000       0.0000
## 897               139000          1.96         0.0324       2.0213
## 905                 4035          0.00         0.0000       0.0000
## 907                 1276          0.00         0.0000       0.0000
## 908                 6800          0.00         0.0000       0.0000
## 909                 6800          0.00         0.0000       0.0000
## 917                 6748          0.00         0.0000       0.0000
## 927                  486          1.80         0.0281      90.0000
## 932                 5400          0.00         0.0000       0.0000
## 935                18000          0.36         0.0192       5.3667
## 936                33000          0.48         0.0419       9.6000
## 938                   28          0.00         0.0000       0.0000
## 951               206000          1.00         0.1172       2.9091
## 954                35300          0.00         0.0000       0.0000
## 958                12800          0.00         0.0000       0.0000
## 968                51000          0.00         0.0000       0.0000
## 981                 5013          0.00         0.0000       0.0000
## 993                 6682          0.00         0.0000       0.0000
## 994                 6682          0.00         0.0000       0.0000
## 1000                7348          0.00         0.0000       0.0000
##      X5.Year.Avg.Dividend.Yield  Beta Trailing.P.E  Forward.P.E   Volume
## 1                          0.00 1.848           NA   -24.436169  1186860
## 7                          0.00 1.300           NA    19.297230   265267
## 12                         2.36 1.193           NA    14.822464  1987499
## 18                         0.00 3.516           NA   148.733320 10028515
## 29                         1.17 1.543           NA    28.093166  3629738
## 31                         0.00 2.418           NA    13.374545  9671191
## 40                         0.00 0.380           NA  -193.571430   462366
## 48                         0.00    NA           NA    22.043478  1969480
## 50                         1.27 1.433           NA     5.935484 28894024
## 58                         2.77 0.612           NA    66.409090  2200968
## 65                        13.54 1.578           NA     7.399280  7176703
## 71                         0.00 1.829           NA    15.663594  4013713
## 72                         0.00 0.882           NA   439.285700  2641073
## 89                         0.00 0.754           NA    30.370611   150808
## 92                         0.00    NA           NA    60.916668  1684885
## 95                         0.00 0.737           NA    40.153084  2232955
## 111                        0.83 1.473           NA   116.619050   452707
## 117                        1.87 0.593           NA    12.219436  1754400
## 123                        0.00 1.613           NA    25.926472   910358
## 124                        0.00 0.947           NA    29.754084   235257
## 136                        2.48 1.575           NA    42.687668  6747117
## 145                        0.00 1.063           NA     2.188632   376397
## 146                        3.36 0.458           NA     7.277143 12446867
## 162                        0.00 2.962           NA    30.259258  3142263
## 166                        0.00 1.966           NA    13.431579   950347
## 169                        3.52 1.720           NA     9.872438  1336106
## 176                        0.00 1.156           NA    32.684780  1416127
## 188                        0.00 1.498           NA    20.980392   687840
## 213                        0.00 1.174           NA     8.645569  1607861
## 218                        0.00 1.101           NA    99.418600  1906122
## 227                        0.00 1.650           NA    21.014053  2451428
## 238                        0.00 0.882           NA    63.903225  3440503
## 279                        1.16 1.009           NA    11.294373  1063411
## 290                        0.00 0.872           NA    11.706076  3627652
## 294                        0.00 1.688           NA    84.838320  2581905
## 299                        0.00 1.798           NA    55.126762  7959429
## 304                        0.00 1.167           NA    10.178571  1812079
## 320                        0.00 1.405           NA    13.880000  5863600
## 328                        0.00 2.009           NA    14.035483   393685
## 332                        0.00 1.318           NA    16.821428  1130658
## 351                        3.15 0.618           NA    13.800829  1224823
## 352                        0.00 1.269           NA -1145.500100  1323574
## 378                        0.00 0.861           NA    10.928854  1623768
## 387                        0.00    NA           NA    16.574625  2699317
## 394                        0.00 1.081           NA   -50.685715  1416714
## 415                        0.00 0.445           NA    82.953125   958054
## 424                        0.00    NA           NA           NA   873507
## 428                        0.00 1.182           NA    71.857140   980183
## 434                        3.76 0.596           NA    16.616629   949822
## 435                        0.00 1.251           NA    96.657150  1539855
## 438                        4.99 0.760           NA   -41.454544  1835244
## 455                        0.00 1.452           NA    75.813730   142911
## 459                        0.00 1.634           NA    59.653584   556912
## 463                        3.05 1.013           NA    19.915966  2776167
## 465                        0.00 1.343           NA  -138.564120   499147
## 471                        0.00 1.148           NA    29.144798  1017535
## 481                        2.86 1.233           NA    22.492472   936029
## 484                        0.00 1.000           NA   103.452050   593947
## 487                        5.29 1.423           NA     9.696133  6095834
## 489                        0.00 0.392           NA   -11.452515  2321461
## 525                        0.00 1.732           NA    18.038464   595505
## 536                        5.40 1.090           NA    10.888889  1541220
## 542                        0.00 1.169           NA    -8.228682  1779801
## 543                        0.00 1.169           NA    -6.098314   925739
## 546                        0.00    NA           NA    24.634409   360670
## 547                        0.00    NA           NA    25.166668   832859
## 563                        0.00 1.059           NA    -3.490196 24604845
## 565                        0.00 0.887           NA    16.700550  2399573
## 566                        0.00 2.046           NA    14.489130 13973706
## 574                        0.00    NA           NA    30.830772  4140464
## 583                        0.53 1.453           NA    28.480000  7587526
## 595                        9.26 1.317           NA    21.785713 10483614
## 605                        0.33 1.176           NA    10.491072 22819653
## 607                        0.00 3.108           NA  -404.947400  9268096
## 611                        0.00 1.671           NA    -7.942857  5141980
## 612                        0.00 1.375           NA    13.506449   380183
## 616                        0.00 1.159           NA    85.865036   606831
## 624                        0.00 2.216           NA   106.666664  8470476
## 630                        0.00 1.528           NA  -102.566666  1052277
## 633                        0.00 0.586           NA    35.593025   603923
## 639                        5.16 0.900           NA     9.315789  6446478
## 641                        3.09 0.513           NA    15.013440  9529707
## 659                        0.00 1.187           NA    32.602150  1708114
## 666                        0.00 1.019           NA    25.969177  1228513
## 687                        2.81 1.770           NA    14.220779    81607
## 688                        3.30 1.770           NA     6.762821  4646528
## 694                        0.00 0.434           NA    22.790323   455984
## 698                        0.00 2.102           NA    19.391752  3400210
## 705                        2.56 0.485           NA     8.533763  1401196
## 706                        4.17 0.617           NA    10.314686 21340622
## 727                        0.00 0.730           NA    56.620370  2439767
## 740                        0.00 1.457           NA    13.001263  1138673
## 743                        0.00 4.595           NA    -7.036585  4209402
## 745                        0.00 0.084           NA    15.079734   624261
## 746                        0.00 0.853           NA    67.380950  2845187
## 754                        1.06 1.033           NA    14.714411   236074
## 761                        0.00 0.949           NA    75.582016   624226
## 768                        0.00 1.033           NA     7.360578  1033696
## 771                        0.00 2.069           NA    -4.451128 31586280
## 775                        0.00 1.602           NA   -31.198675  9519190
## 779                        0.00 2.075           NA   -79.541670  3001795
## 799                        2.85 1.732           NA    21.656000  1241618
## 802                        0.00    NA           NA           NA   122329
## 806                        0.00 0.668           NA   121.250000  2468135
## 819                        0.00 0.746           NA    35.101265 28244980
## 821                        3.30 1.044           NA    11.728395  2795840
## 823                        0.00 0.833           NA   118.421050  6872596
## 824                        0.00 1.710           NA    30.115385 46861462
## 831                        2.35 1.117           NA     6.180180 17910641
## 833                        0.40 1.856           NA    30.200000  1632897
## 837                        2.61 1.236           NA    18.929453  1076257
## 853                        0.00 0.859           NA    19.395885  1156774
## 876                        0.00    NA           NA    37.971962  1309015
## 877                        0.00 1.751           NA    99.964290  3648134
## 881                        0.00 1.510           NA    22.060150   553312
## 887                        0.45 1.619           NA    23.243422  1007939
## 893                        4.46 1.040           NA    10.365432  5427577
## 894                        0.00 5.883           NA           NA 21208675
## 895                        0.00 1.349           NA    16.406250   872232
## 897                        2.71 0.777           NA    16.010582  1677467
## 905                        0.00 0.870           NA    29.431818  5768028
## 907                        0.00 0.567           NA   -11.161164   541104
## 908                        0.00 1.655           NA    22.828571 10912705
## 909                        0.00 1.655           NA    22.294117  3947678
## 917                        0.00 2.252           NA   -20.165218 27484892
## 927                        4.47 1.388           NA   492.000000  1402480
## 932                        0.00 0.406           NA    26.098646  1254724
## 935                        4.48 1.548           NA    19.329897  6320993
## 936                        0.89 0.932           NA     4.209558  9567545
## 938                        0.00 1.003           NA   -41.013245  3696898
## 951                        5.54 0.683           NA     4.610811 17530861
## 954                        0.00 1.485           NA   -59.428570 31768514
## 958                        0.00 3.409           NA    35.781456  3749924
## 968                        3.23 1.380           NA     7.639081  6647972
## 981                        0.00 1.516           NA    -5.189873  6458865
## 993                        0.00 2.007           NA    36.005524   470693
## 994                        0.00 2.007           NA    35.400000  2144122
## 1000                       0.00 0.823           NA    48.918537   679193
##      Regular.Market.Volume Average.Volume Average.Volume..10.days.   Market.Cap
## 1                  1186860        1857526                  1385540   2767678208
## 7                   265267         902590                   637420   7114556416
## 12                 1987499        2117252                  2810240   2441275648
## 18                10028515        8937884                 11642940  13882040320
## 29                 3629738        3069952                  3029260  10632035328
## 31                 9671191        6146377                  6785620   9501745152
## 40                  462366         995936                   609160  34791251968
## 48                 1969480        1576930                  1550850   7684852224
## 50                28894024       36008038                 48255250   7250012160
## 58                 2200968        1945730                  1759190   8332317184
## 65                 7176703        4751453                  6943900  11071020032
## 71                 4013713        1824231                  1548670   9336916992
## 72                 2641073        1598815                  2223340   3744304384
## 89                  150808         216812                   240640  14773088256
## 92                 1684885        2713452                  3706150   8016138240
## 95                 2232955        1846825                  1918590  42285752320
## 111                 452707         588482                   814540   2395886080
## 117                1754400        4440626                  3128220  19886737408
## 123                 910358        1831266                  1847290   5642569728
## 124                 235257         322703                   781200   9132687360
## 136                6747117        6842711                  9958010  96013697024
## 145                 376397         414971                   408240   2643489024
## 146               12446867       13806219                 11519260 103275749376
## 162                3142263        5110111                  4929740   8837406720
## 166                 950347        1331390                  1926850   4508962816
## 169                1336106        2355534                  2754420  15445293056
## 176                1416127        1847546                  1927290  10913245184
## 188                 687840        1030796                  2070310   1721512192
## 213                1607861        4200226                  3187110   4945883136
## 218                1906122        2304603                  2207280  29215606784
## 227                2451428        2397834                  3140510  13755609088
## 238                3440503        4275926                  3553320   6393142784
## 279                1063411        2842566                  2394410   5288808448
## 290                3627652        4062039                  4898550  15326779392
## 294                2581905        4058982                  3567390  58307125248
## 299                7959429        9033447                  9291060  19003643904
## 304                1812079        3375331                  2581790   5036360192
## 320                5863600        5671620                  5834340   6861231104
## 328                 393685         635847                   737090   2430055168
## 332                1130658        2729873                  2537810   3239462656
## 351                1224823        2153723                  2193570  23773247488
## 352                1323574        2740979                  3921960  12699242496
## 378                1623768        1724422                  1742380   2066452992
## 387                2699317        1517284                  2112460   1990015872
## 394                1416714        2998719                  3937890   8834449408
## 415                 958054        2457623                  1698080   8516962816
## 424                 873507        1313420                   899410    411090080
## 428                 980183         763404                   870420  14616710144
## 434                 949822        1388355                  1304240  10030333952
## 435                1539855        2498819                  2522310   6863904256
## 438                1835244        3614571                  4497130   6688389120
## 455                 142911         312692                   203030   3884780800
## 459                 556912         708841                   547500  27323209728
## 463                2776167        1981730                  2192230   4100194816
## 465                 499147         549509                   479500   4654108672
## 471                1017535        1779139                  1735880  20521027584
## 481                 936029        1247968                  1299060  26739374080
## 484                 593947         901144                   481980   7979971584
## 487                6095834        3735584                  3466200   7898061312
## 489                2321461        1589711                  2272490   6466151424
## 525                 595505        1635438                  1248110   5421804544
## 536                1541220        1923149                  2385750   1840757504
## 542                1779801        1760430                  1763680   7776230400
## 543                 925739        1560549                  1521170   7786442752
## 546                 360670         101663                   130290   4269415936
## 547                 832859         226900                   264750   4270326528
## 563               24604845       38120674                 33728770   8255319552
## 565                2399573        1598626                  1536340   4133720064
## 566               13973706       14419763                 13930610   5467392512
## 574                4140464        3824203                  6302430  10304769024
## 583                7587526       11355400                 10508090  61673439232
## 595               10483614       13653506                 19958620   3661219840
## 605               22819653       24341060                 23770290 104230952960
## 607                9268096       11778642                 12508310  31180398592
## 611                5141980        4592098                  8423140  24578279424
## 612                 380183         771015                   761300   9914434560
## 616                 606831        1402730                   986260  20677552128
## 624                8470476        3214523                  5624690   2646128128
## 630                1052277        1400504                  1158180  15222658048
## 633                 603923        1233360                  1170000   3537291776
## 639                6446478        6776187                 12107060   2945280000
## 641                9529707        7434626                  9229710  64083963904
## 659                1708114        2538311                  2111200  16082637824
## 666                1228513        2040604                  2137820  12880635904
## 687                  81607          77404                    67410   7495822336
## 688                4646528       11561171                  9387340   7495817216
## 694                 455984        1017433                   934440   2526754816
## 698                3400210        3818446                  3590690   2870330624
## 705                1401196        1335682                  1125120   3620454400
## 706               21340622       31298003                 29064530 167167639552
## 727                2439767        2004758                  2141940   9030937600
## 740                1138673        1382265                  1545880   9767867392
## 743                4209402        9756558                  4657630   2920277760
## 745                 624261        1154930                   918340   3051814656
## 746                2845187        5095155                  3284770   5972841984
## 754                 236074         472128                   554290  11210844160
## 761                 624226         849884                   665210   8000528896
## 768                1033696        1318249                  1489190   2811528448
## 771               31586280       39726157                 31191240  11937916928
## 775                9519190        6126706                  6989810  30488555520
## 779                3001795        3748623                  4051560  11048451072
## 799                1241618         832920                   819880   4614441472
## 802                 122329         167510                   155250    168611200
## 806                2468135        5657155                  5250950   7692682240
## 819               28244980        1897726                  4964230   7706222592
## 821                2795840        7321085                  5591620  24667889664
## 823                6872596        6858792                  7473550  37710000128
## 824               46861462       40966804                 45843910   8346309632
## 831               17910641       19950285                 22136630   7566442496
## 833                1632897        2915280                  1416130   3874116608
## 837                1076257        1461430                  1360850  16524421120
## 853                1156774        1578734                  1872410  26450204672
## 876                1309015         863212                  1136110   9875954688
## 877                3648134        5738528                  5311090  15730379776
## 881                 553312         970161                  1132330  21407989760
## 887                1007939        1607626                  1393470  20593856512
## 893                5427577        7659000                  8551420  56217096192
## 894               21208675        9096852                 15201450   2560020736
## 895                 872232        2079068                  1874540  10117799936
## 897                1677467        2079631                  2209110  21534832640
## 905                5768028       10636990                 11481530   7121956352
## 907                 541104         760495                   641060   5297655808
## 908               10912705       13938328                 16971830   3367089664
## 909                3947678        3335365                  5568783   3367089152
## 917               27484892       11962336                 20137000   9203136512
## 927                1402480        2516904                  3363380  26526898176
## 932                1254724        1124774                  1078630 119498645504
## 935                6320993        7270314                  7885470   7297181184
## 936                9567545        8631695                 12077660  13665803264
## 938                3696898        3835011                  4001740   6861596160
## 951               17530861       22406130                 20381620   7363735552
## 954               31768514       32746863                 38203040  20399890432
## 958                3749924        4241773                  4752940   6670813696
## 968                6647972        5763547                  4737700  22825820160
## 981                6458865        7357350                 11111350   1040325760
## 993                 470693         639677                   745910  15570612224
## 994                2144122        3758442                  4367870  15570690048
## 1000                679193        1927353                  1798930  26556133376
##      X52.Week.Low X52.Week.High Price.Sales..TTM. Trailing.Annual.Dividend.Rate
## 1        15.28000      57.90000        4.38108870                         0.000
## 7        62.04000      87.77000        2.32712900                         0.000
## 12       37.51000      88.56000        0.21655464                         1.000
## 18       15.97300      52.48000        5.97591300                         0.000
## 29       71.97000     177.52000        1.42561050                         1.600
## 31       23.07000      45.48000        0.88784760                         0.400
## 40      141.98000     287.55000       14.84011400                         0.000
## 48       10.11000      18.23000        1.65693240                         0.000
## 50        9.07000      16.15000        0.13564609                         0.000
## 58       21.87000      30.99000        3.11775350                         0.880
## 65       14.52000      21.11000      -30.24273900                         2.600
## 71       24.61000      39.98000        1.35829460                         0.000
## 72       30.74000      73.80000        5.95481540                         0.000
## 89      162.26000     240.83000       13.10272700                         0.000
## 92       36.21500      95.21000       34.92110000                         0.000
## 95      135.29000     258.69000        9.70167600                         0.000
## 111      44.00000      69.16000        3.63775300                         0.000
## 117      31.01000      44.01000        1.32604770                         1.160
## 123      43.11000     118.69000        4.37350200                         0.000
## 124     261.59000     366.30000        3.56383090                         0.000
## 136     151.65000     267.54000        1.30529650                         0.000
## 145      40.00000      56.24500        0.65938866                         0.000
## 146      39.35000      58.75000        2.22055400                         2.370
## 162      31.74000      50.50600        0.77582365                         0.000
## 166      29.28000      52.88000        0.90035200                         0.000
## 169      27.13000      50.92000        5.56326530                         1.400
## 176      31.80000      61.20000        2.49103980                         0.000
## 188      10.35000      19.87000        4.73524430                         0.000
## 213       4.97000       9.61000        1.90050840                         0.000
## 218      53.88100     116.00000       19.77134900                         0.000
## 227      28.62000      91.00000        2.92194580                         0.000
## 238      14.69000      35.07000        7.38589600                         0.000
## 279      23.58000      37.60000        1.35749700                         0.600
## 290      60.82000     151.22000        0.49495030                         0.000
## 294      69.90000     143.34000        6.06733850                         0.000
## 299      25.73000      49.57000        4.41919370                         0.000
## 304       8.68000      12.75000        2.13441250                         0.200
## 320       8.52000      18.80000        1.52743340                         0.000
## 328      39.98000      65.03000        1.26964120                         0.000
## 332      15.14500      28.67000        1.27860070                         0.000
## 351      52.03000      69.01000        2.09422400                         2.780
## 352      40.62000      79.62000        4.86186400                         0.000
## 378      26.60000      92.40000        2.13418580                         0.000
## 387      18.07000      41.02000        0.66014790                         0.000
## 394      13.66500      39.21000        1.52213110                         0.000
## 415      40.19000      78.53000       12.80326600                         0.000
## 424      12.51000      23.36000        3.74607090                         0.000
## 428      85.15000     176.09000       14.90745000                         0.000
## 434      42.66000      72.26000        2.20694260                         2.800
## 435      18.91000      34.06500       10.93631400                         0.000
## 438      12.77000      18.90000        5.08864600                         1.240
## 455      56.24404      82.66921        3.55409380                         0.000
## 459     407.23000     693.85000       11.41265000                         0.000
## 463      19.91000      27.01000        0.68876110                         0.975
## 465      41.39000      58.28900        1.14956510                         0.000
## 471      86.57587     144.15370        4.63333200                         0.000
## 481      62.28000     105.30000        2.36401500                         2.420
## 484      45.50000      84.89000       14.13570200                         0.000
## 487      12.48000      18.28000        1.35845570                         0.810
## 489      35.95000      54.44000        7.94894840                         0.000
## 525      13.87000      28.60000        0.34759614                         0.000
## 536      10.11000      27.58000        0.40760797                         1.430
## 542      15.01000      21.36000        1.02402350                         0.000
## 543      16.03000      21.83000        1.02536850                         0.000
## 546      29.48000      46.18000                NA                         0.000
## 547      30.00000      47.09000                NA                         0.000
## 563       2.29000       5.70000       12.35297400                         0.000
## 565      35.35000      62.21000        3.04128900                         0.000
## 566       8.85000      20.82000        1.07305150                         0.000
## 574      22.13000      42.58000        3.21020870                         0.000
## 583      46.07000      85.76000       11.68300900                         0.240
## 595       2.92000       6.55000       11.43945300                         0.600
## 605      63.83000     157.54000        4.87721440                         0.460
## 607      30.71100     199.99900       64.87348000                         0.000
## 611      62.55000     170.47000        4.86698630                         0.000
## 612      76.02000     164.06000        0.91300580                         0.000
## 616     212.74000     509.62000       11.36372800                         0.000
## 624      10.02000      20.85000       15.23714350                         0.000
## 630      36.90000     132.01000       11.18899250                         0.000
## 633      27.13000      37.48000        6.98896900                         0.000
## 639       5.39000       9.24000        0.37711653                         0.280
## 641      29.42000      56.09000        4.30816560                         1.150
## 659      33.78000      73.69000        7.48441900                         0.000
## 666      65.04000     114.50000        5.25311400                         0.000
## 687      13.40000      26.34000        0.25610107                         0.200
## 688       9.54000      17.50000        0.25610090                         0.200
## 694      10.92000      25.47500        3.85794730                         0.000
## 698      13.50000      27.21000        0.45671720                         0.000
## 705      24.82000      34.60000        0.81757210                         1.098
## 706      25.20000      34.11000        3.03026560                         1.660
## 727      48.11000      83.35000        8.50592600                         0.000
## 740      80.62000     130.99000        2.43891020                         0.000
## 743       4.67000      10.03000                NA                         0.000
## 745      29.74000      75.86000        1.07662980                         0.000
## 746       8.87000      15.43000        2.50991400                         0.000
## 754      97.18000     183.85000        1.76457020                         1.400
## 761     110.45000     211.13000       13.28210500                         0.000
## 768      25.08000      38.35000        1.21893070                         0.000
## 771       8.26000      24.87000        2.38091680                         0.000
## 775      26.78200      47.49500        9.65436600                         0.000
## 779      48.33000     108.84000        2.94932800                         0.000
## 799      43.67000      82.11000        1.31372000                         2.640
## 802      23.25500      36.50000        2.30233100                         0.000
## 806      14.33000      30.76000       10.63065500                         0.000
## 819      35.52000      55.56000        7.39374100                         0.000
## 821      38.55000      49.50000        2.11270020                         1.320
## 823     107.13000     237.72000       11.76083850                         0.000
## 824       6.01000      10.49000        3.56150080                         0.000
## 831       5.85000       7.80000        1.34275830                         0.000
## 833      15.38000      37.08000        0.60096437                         0.000
## 837      76.26000     108.37000        1.06032490                         3.240
## 853     130.34000     171.59000        4.89537570                         0.000
## 876      72.33000     125.49000        3.88217200                         0.000
## 877      13.76500      28.19000        3.58649800                         0.000
## 881      26.62000      60.35300        7.89450900                         1.750
## 887      42.09000     106.67000        5.16784400                         0.420
## 893      26.57000      45.31000        3.95004870                         2.080
## 894      11.75000      79.38000      746.31824000                         0.000
## 895      49.85600      78.16000        2.38673950                         0.000
## 897      44.94000      66.88000        0.40561350                         1.950
## 905      10.37000      27.87000        5.15136000                         0.000
## 907      31.52000      60.37000       11.00690400                         0.000
## 908       6.17000       9.50000        0.60465866                         0.000
## 909       5.86000       8.99000        0.60465860                         0.000
## 917      13.89500      43.54000        4.46079200                         0.000
## 927      39.33000      65.65000        5.63642450                         1.800
## 932     341.85000     510.64000       11.55983500                         0.000
## 935      11.00000      20.69000        0.71014430                         0.570
## 936       8.74000      13.62000        0.89675330                         0.480
## 938       8.28000      99.41000                NA                         0.000
## 951       8.46000      27.05000        0.05059839                         1.460
## 954       6.64000      12.70000        0.51084010                         0.000
## 958      38.02000      76.17500        0.56038420                         0.000
## 968      35.62000      81.55000        1.75542720                         0.000
## 981       7.28000      47.43000        1.28880800                         0.000
## 993      33.23000      66.75000        7.51840260                         0.000
## 994      33.80000      68.73000        7.51844020                         0.000
## 1000    146.64000     259.61000       12.25043400                         0.000
##      Trailing.Annual.Dividend.Yield Profit.Margins Enterprise.to.Revenue
## 1                       0.000000000   -0.379570000                 3.921
## 7                       0.000000000   -0.001670000                 2.984
## 12                      0.024648756   -0.001080000                 0.570
## 18                      0.000000000   -0.222880000                 8.357
## 29                      0.018036298   -0.067160000                 2.006
## 31                      0.011685656   -0.051390000                 1.140
## 40                      0.000000000   -0.031110000                14.876
## 48                      0.000000000   -0.027860000                 2.137
## 50                      0.000000000   -0.002260000                 0.706
## 58                      0.030523760   -0.106000006                 4.436
## 65                      0.128015760    0.000000000              -250.583
## 71                      0.000000000    0.028080001                 1.784
## 72                      0.000000000   -0.529420000                 6.506
## 89                      0.000000000   -0.008669999                13.021
## 92                      0.000000000   -0.389199970                31.310
## 95                      0.000000000   -0.068950000                 9.414
## 111                     0.000000000   -0.236570000                 2.841
## 117                     0.029743590    0.165100010                 2.080
## 123                     0.000000000   -0.022380000                 3.910
## 124                     0.000000000   -0.517290000                 3.479
## 136                     0.000000000   -0.046780000                 1.921
## 145                     0.000000000   -0.223750000                 1.441
## 146                     0.047390520   -0.140640000                 3.240
## 162                     0.000000000   -0.024410000                 2.999
## 166                     0.000000000   -0.058110000                 1.553
## 169                     0.032467533   -0.142960000                 8.875
## 176                     0.000000000   -0.238070000                 3.564
## 188                     0.000000000   -0.216410010                 4.963
## 213                     0.000000000   -0.465300000                 3.578
## 218                     0.000000000   -0.069040000                19.556
## 227                     0.000000000   -0.033170000                 4.224
## 238                     0.000000000   -0.427030000                 6.441
## 279                     0.022927016   -0.047480002                 1.859
## 290                     0.000000000   -0.034400000                 0.825
## 294                     0.000000000   -0.042350000                 5.526
## 299                     0.000000000   -0.094519995                 4.542
## 304                     0.017376194   -0.014199999                 3.580
## 320                     0.000000000   -0.279389980                 2.698
## 328                     0.000000000   -0.047310000                 1.993
## 332                     0.000000000   -0.522540030                 1.518
## 351                     0.041785660   -0.008069999                 4.656
## 352                     0.000000000   -0.067000000                 5.565
## 378                     0.000000000   -0.054400000                 2.239
## 387                     0.000000000   -0.094910000                 1.017
## 394                     0.000000000   -0.016200000                 3.254
## 415                     0.000000000   -0.546170000                11.249
## 424                     0.000000000    0.000000000                -4.298
## 428                     0.000000000   -0.006220000                14.317
## 434                     0.039177276   -0.227840000                 2.847
## 435                     0.000000000   -0.236900000                 8.850
## 438                     0.068206820   -0.428340000                 9.224
## 455                     0.000000000   -0.494020020                 8.265
## 459                     0.000000000   -0.015149999                11.006
## 463                     0.042781923   -0.014450001                 1.063
## 465                     0.000000000   -0.039520000                 1.517
## 471                     0.000000000   -0.687289950                 5.068
## 481                     0.023383902   -0.208200000                 3.200
## 484                     0.000000000   -0.149340000                12.410
## 487                     0.047285467   -0.017270000                 2.253
## 489                     0.000000000   -0.449610000                 7.247
## 525                     0.000000000   -0.012050000                 0.537
## 536                     0.110000000   -0.180490000                 0.829
## 542                     0.000000000   -0.270300000                 2.940
## 543                     0.000000000   -0.270300000                 2.961
## 546                     0.000000000    0.000000000                    NA
## 547                     0.000000000    0.000000000                    NA
## 563                     0.000000000    0.000000000                12.130
## 565                     0.000000000   -0.402070020                 4.272
## 566                     0.000000000   -0.012740000                 0.967
## 574                     0.000000000   -0.521180000                 2.874
## 583                     0.003342153   -0.182970000                12.358
## 595                     0.102040820    0.000000000                38.827
## 605                     0.004916106   -0.072010000                 5.137
## 607                     0.000000000   -0.436910030                70.199
## 611                     0.000000000   -1.161780000                 3.437
## 612                     0.000000000   -0.033020000                 1.128
## 616                     0.000000000   -0.120840000                10.792
## 624                     0.000000000   -0.219400000                15.301
## 630                     0.000000000   -0.214720000                10.859
## 633                     0.000000000   -0.057760000                 6.976
## 639                     0.038620688   -0.034310000                 1.057
## 641                     0.021108663   -0.132910000                 4.762
## 659                     0.000000000   -0.058070000                 7.345
## 666                     0.000000000   -0.055460000                 4.789
## 687                     0.009132421   -0.176230000                 0.973
## 688                     0.019267824   -0.176230000                 0.714
## 694                     0.000000000   -0.089990000                 3.709
## 698                     0.000000000   -0.194820000                 2.123
## 705                     0.040576500   -0.028110001                 1.657
## 706                     0.056635960   -0.047040000                 4.173
## 727                     0.000000000   -0.085370000                 7.884
## 740                     0.000000000   -0.006570000                 2.658
## 743                     0.000000000    0.000000000                    NA
## 745                     0.000000000   -0.655970000                 2.016
## 746                     0.000000000   -0.016810000                 3.433
## 754                     0.008342769   -0.000200000                 2.619
## 761                     0.000000000   -0.003160000                13.172
## 768                     0.000000000   -0.057490002                 1.906
## 771                     0.000000000   -1.154970000                 2.034
## 775                     0.000000000   -0.341150020                 9.473
## 779                     0.000000000   -0.131650000                 2.567
## 799                     0.033880904   -0.073820000                 2.026
## 802                     0.000000000    0.000000000                 4.742
## 806                     0.000000000   -0.389110000                 9.680
## 819                     0.000000000   -0.040680000                 6.308
## 821                     0.028241334    0.051390000                 1.055
## 823                     0.000000000   -0.317330000                10.854
## 824                     0.000000000   -0.048360000                 3.928
## 831                     0.000000000   -0.489090000                 2.105
## 833                     0.000000000   -0.180049990                 1.214
## 837                     0.030131126   -0.018700000                 1.496
## 853                     0.000000000   -0.703340000                 5.455
## 876                     0.000000000   -0.002190000                 6.774
## 877                     0.000000000   -0.031010000                 3.318
## 881                     0.029863482    0.012730000                 3.305
## 887                     0.003996574   -0.040799998                 6.355
## 893                     0.049300782   -0.127390000                 5.253
## 894                     0.000000000    0.000000000               625.989
## 895                     0.000000000   -0.140200000                 1.922
## 897                     0.032274082   -0.000130000                 0.567
## 905                     0.000000000   -0.081340000                 3.950
## 907                     0.000000000   -1.215700000                11.337
## 908                     0.000000000   -0.014980000                 0.702
## 909                     0.000000000   -0.014980000                 0.671
## 917                     0.000000000   -0.384599980                 5.105
## 927                     0.028033016   -0.033330000                 8.418
## 932                     0.000000000   -0.047390000                11.090
## 935                     0.031062670   -0.113890000                 1.341
## 936                     0.041848300   -0.042420000                 1.970
## 938                     0.000000000    0.000000000                    NA
## 951                     0.170560750   -0.039930000                 0.289
## 954                     0.000000000   -0.294710000                 1.471
## 958                     0.000000000   -0.052670002                 0.793
## 968                     0.000000000   -0.061370000                    NA
## 981                     0.000000000   -1.070609900                 6.389
## 993                     0.000000000   -0.068080000                 6.886
## 994                     0.000000000   -0.068080000                 7.119
## 1000                    0.000000000   -0.026619999                11.712
##      Enterprise.to.EBITDA Recommendation.Mean Recommendation.Key
## 1                 -16.933                 2.3                buy
## 7                  13.573                 1.8                buy
## 12                 17.886                 3.1               hold
## 18                -53.157                 2.7               hold
## 29                -17.786                 2.6               hold
## 31                 18.714                 2.3                buy
## 40                220.765                 2.0                buy
## 48                 24.863                 1.8                buy
## 50                  7.322                 2.7               hold
## 58                 20.849                 2.0                buy
## 65                     NA                 2.2                buy
## 71                 17.226                 1.9                buy
## 72                -13.141                 1.8                buy
## 89                 36.213                 2.3                buy
## 92                -73.398                 1.8                buy
## 95              -1070.184                 2.2                buy
## 111                91.179                 2.9               hold
## 117                10.882                 2.9               hold
## 123               -95.579                 2.3                buy
## 124                17.339                 2.6               hold
## 136               106.903                 2.3                buy
## 145                    NA                 3.1               hold
## 146                 7.911                 2.8               hold
## 162                 9.203                 2.2                buy
## 166                15.807                 2.9               hold
## 169                    NA                 2.7               hold
## 176                31.540                 2.8               hold
## 188                25.514                 2.5                buy
## 213                 9.380                 2.1                buy
## 218              -600.964                 2.5                buy
## 227                29.120                 2.1                buy
## 238               -15.016                 2.1                buy
## 279                11.836                 2.2                buy
## 290                 9.811                 2.6               hold
## 294              -411.660                 2.2                buy
## 299               -78.258                 1.9                buy
## 304                13.669                 2.3                buy
## 320                13.104                 2.2                buy
## 328                15.654                 1.7                buy
## 332                10.938                 2.7               hold
## 351                13.122                 2.3                buy
## 352              -210.975                 1.6                buy
## 378               -82.901                 2.0                buy
## 387                52.595                 2.5                buy
## 394                 8.368                 2.0                buy
## 415               -45.963                 1.9                buy
## 424                 0.715                  NA               none
## 428              -335.330                 1.9                buy
## 434                16.222                 1.8                buy
## 435               -27.351                 2.9               hold
## 438                14.985                 2.5                buy
## 455                24.444                 2.0                buy
## 459              -422.667                 1.8                buy
## 463                21.524                 2.7               hold
## 465                33.233                 1.8                buy
## 471                35.351                 2.2                buy
## 481                19.874                 2.4                buy
## 484               -62.580                 1.9                buy
## 487                12.467                 2.8               hold
## 489               -17.827                 2.0                buy
## 525                 8.382                 1.7                buy
## 536                 8.763                 3.2               hold
## 542                10.496                 2.1                buy
## 543                10.571                 2.0                buy
## 546                    NA                 2.0                buy
## 547                    NA                 2.0                buy
## 563                -2.977                 3.2               hold
## 565               -70.294                 2.4                buy
## 566               -82.441                 2.6               hold
## 574                -4.233                 2.3                buy
## 583                65.468                 1.8                buy
## 595              -157.251                 3.2               hold
## 605                18.331                 1.8                buy
## 607               -72.289                 1.8                buy
## 611                -4.227                 2.7               hold
## 612                 8.158                 2.6               hold
## 616               -74.310                 1.9                buy
## 624               -56.315                 2.0                buy
## 630               -51.428                 1.7                buy
## 633               142.172                 2.2                buy
## 639                 9.726                 2.9               hold
## 641                14.746                 2.1                buy
## 659               168.501                 2.0                buy
## 666               -80.984                 2.4                buy
## 687                 9.559                 3.2               hold
## 688                 7.019                 3.3               hold
## 694                46.437                 2.4                buy
## 698                27.481                 2.5                buy
## 705                13.467                 2.0                buy
## 706                23.106                 2.4                buy
## 727              -112.940                 2.3                buy
## 740                13.985                 2.8               hold
## 743                -4.481                 3.2               hold
## 745                 9.692                 2.6               hold
## 746                14.731                 2.9               hold
## 754                13.435                 1.8                buy
## 761               100.516                 1.9                buy
## 768                33.142                 2.4                buy
## 771                -2.125                 2.3                buy
## 775               -30.719                 2.2                buy
## 779               512.436                 2.6               hold
## 799                16.525                 2.4                buy
## 802                -3.446                  NA               none
## 806               -24.733                 2.0                buy
## 819              -122.895                 1.9                buy
## 821                 6.891                 2.2                buy
## 823               -30.794                 2.1                buy
## 824                    NA                 2.9               hold
## 831                 3.095                 2.7               hold
## 833               -14.767                 2.9               hold
## 837                15.590                 2.9               hold
## 853                60.426                 1.8                buy
## 876                31.519                 1.8                buy
## 877              -159.905                 2.4                buy
## 881               110.173                 2.4                buy
## 887                20.902                 1.9                buy
## 893                    NA                 2.4                buy
## 894               -17.134                  NA               none
## 895               212.307                 2.5                buy
## 897                11.776                 2.7               hold
## 905               -33.672                 2.9               hold
## 907               -10.580                 1.7                buy
## 908                10.796                 2.7               hold
## 909                10.307                 2.0                buy
## 917               -38.458                 2.4                buy
## 927                21.732                 2.0                buy
## 932                26.084                 2.2                buy
## 935                15.713                 2.8               hold
## 936                 6.460                 2.6               hold
## 938                    NA                 1.5         strong_buy
## 951                10.649                 3.1               hold
## 954                 7.929                 2.5                buy
## 958               -24.828                 2.4                buy
## 968                    NA                 2.1                buy
## 981               -26.846                 2.8               hold
## 993              -106.420                 2.3                buy
## 994              -110.029                 2.2                buy
## 1000             -281.351                 2.0                buy
##      Total.Cash.Per.Share      EBITDA  Total.Debt Quick.Ratio Current.Ratio
## 1                   3.155  -146284000    89482000       4.245         5.217
## 7                   0.831   672171008  1973836032       1.065         1.181
## 12                  8.087   359175008  4478424064       0.252         1.229
## 18                  3.480  -365212992  6614347776       9.125        11.212
## 29                 15.572  -840955008  3659489024       1.546         2.668
## 31                  5.404   652000000  2579000064       0.780         1.549
## 40                 20.444   157972000  2708239104       2.781         3.007
## 48                  0.506   398700000  2476999936       0.626         1.873
## 50                 13.685  5150000128 39446999040       0.449         0.601
## 58                  0.233   568649984  3597391104       0.868         0.882
## 65                  1.015          NA 80445726720       0.345         0.364
## 71                  1.179   712000000  3115000064       1.292         1.477
## 72                  3.023  -311300000   474510016       4.001         5.084
## 89                  3.746   405416000   145315008       2.258         2.597
## 92                  5.305   -97922000     2133000      13.316        13.910
## 95                  8.995   -38339000  1249337984       1.137         1.179
## 111                12.181    20525000    71393000       3.902         4.777
## 117                 4.106  2867000064 13342999552       0.781         1.402
## 123                14.880   -52783000   989838016       0.572         1.554
## 124                57.986   514169984  1392695040       4.254         6.276
## 136                20.449  1322000000 57927000064       0.264         1.184
## 145                99.579          NA  9116999680       1.324         1.541
## 146                 3.282 19047999488 54003998720       0.937         1.156
## 162                 3.837  3712000000 25962999808       0.527         0.698
## 166                 1.808   492000000  3478000128       0.312         0.945
## 169                 5.522          NA 10542000128       1.758         1.830
## 176                 1.593   495000000  4988000256       1.741         2.519
## 188                 1.427    70724000   312552992       2.538         2.611
## 213                 0.507   992600000  4731299840       0.783         0.899
## 218                 5.143   -48084000  1438589952       3.390         3.512
## 227                 6.041   682936000  4321035776       1.321         2.724
## 238                 5.984  -371297984  1113358976       4.207         4.435
## 279                 1.376   612000000  2233999872       0.658         1.329
## 290                 2.653  2604699904 10797599744       0.095         1.015
## 294                11.795  -129000000   534000000       1.350         1.643
## 299                 1.680  -249590000  1344729984       0.641         1.109
## 304                 0.691   618000000  3702299904       0.545         0.710
## 320                 0.842   925000000  5676000256       1.092         2.928
## 328                 0.627   243691008  1417204992       0.830         2.264
## 332                 6.026   351600000  1642700032       1.725         2.218
## 351                 0.093  4027567104 28954816512       0.272         0.747
## 352                 5.124   -68901000  2783931904       1.853         2.172
## 378                14.803   -26151000  1207830016       1.973         2.151
## 387                 1.421    58300000  1203600000       1.022         1.185
## 394                 4.808  2256999936 11249999872       0.833         0.869
## 415                 6.748  -162811008      324000       1.872         1.971
## 424                30.882  -659862016    76110000      11.086        11.553
## 428                12.302   -41864000   442919008       1.487         1.547
## 434                 7.959   797500032  3994099968       1.124         1.461
## 435                 6.453  -203084992           0       3.519         3.709
## 438                 0.115   809052032  5455792128       0.103         0.603
## 455                 9.058   369571008  5564895232       1.048         1.519
## 459                33.802   -62344000   763219008       1.395         1.556
## 463                 1.936   294000000  2340999936       0.701         1.304
## 465                19.611   184824000  2460261120       2.462         2.676
## 471                 6.240   635000000  2920999936       0.748         1.114
## 481                 2.625  1820999936 10085999616       0.761         2.379
## 484                 9.680  -111953000    18288000       7.224         7.815
## 487                 1.952  1050800000   890099968       0.797         5.303
## 489                14.264  -330675008  1985788032       6.901         7.608
## 525                 5.489   999000000  4116000000       0.650         1.029
## 536                 2.288   427200000  2208900096       0.818         1.531
## 542                10.400  2127399936 18598299648       1.183         1.337
## 543                10.400  2127399936 18598299648       1.183         1.337
## 546                 3.250          NA  1418000000       3.813         3.813
## 547                 3.250          NA  1418000000       3.813         3.813
## 563                 1.387 -2722977024  2416003072       3.294         3.958
## 565                13.044   -82600000  2559600128       4.038         5.905
## 566                 4.389   -59764000  1259945984       0.572         0.736
## 574                 5.533 -2179000064    32000000       3.108         3.447
## 583                 0.934   996499968  4373899776       1.208         1.787
## 595                 1.011   -79024000  9369064448       5.577         6.719
## 605                 7.557  5989000192 13934999552       1.975         3.409
## 607                 0.344  -466740992  3905043968       0.419         0.467
## 611                22.081 -4107000064  1268999936       3.771         4.088
## 612                 7.881  1500772992  2820999936       0.856         1.920
## 616                30.660  -264264992  1224952960       4.760         5.030
## 624                 5.666   -47184000   948049984       6.104         6.899
## 630                 7.172  -287260000   437601984       3.888         4.138
## 633                 1.051    24834000   110690000       0.949         1.084
## 639                 0.918   849000000  5694000128       0.415         0.978
## 641                 2.311  4803999744  9224999936       0.629         2.106
## 659                 3.749    93670000   695214976       0.990         1.190
## 666                13.882  -145000000  1220000000       1.661         1.830
## 687                 3.472  2979000064 15740999680       0.984         1.297
## 688                 3.472  2979000064 15740999680       0.984         1.297
## 694                 0.660    52312000    20428000       0.136         1.113
## 698                 5.867   485600000 11411600384       0.869         1.026
## 705                 3.979   545000000  4262000128       0.870         1.989
## 706                 1.253  9962999808 69858000896       0.506         0.863
## 727                 4.979   -74116000    75046000       1.431         1.547
## 740                11.410   761272000  1961110016       1.251         1.955
## 743                 1.853  -464591008    97439000       8.344         8.661
## 745                 1.594   589699968  2770800128       0.648         1.439
## 746                 0.409   554600000  2369299968       1.532         1.837
## 754                 7.670  1238700032  5929999872       1.143         2.447
## 761                14.447    78935000   742852992       5.349         6.649
## 768                 2.171   132673000  1585451008       0.748         1.087
## 771                 7.802 -4800000000  6129999872       3.891         5.253
## 775                 3.727  -973864000  1848654976       0.841         1.031
## 779                14.227    18768000   627444992       2.491         2.715
## 799                 5.134   430600000  2793100032       0.932         1.801
## 802                 0.606  -100781000   202951008       0.970         5.229
## 806                 2.232  -283212992    20127000       1.468         1.737
## 819                 5.085   -53498000    43243000       1.358         1.454
## 821                 0.000  1788000000           0       1.726         2.301
## 823                 9.638 -1130114944   312812000       1.494         1.582
## 824                 2.205          NA  3208206080       0.501         1.194
## 831                 0.014  3832000000  4307999744       0.291         0.526
## 833                 1.766  -529800000  4151399936       0.622         1.305
## 837                 2.069  1495100032  7102199808       0.343         1.270
## 853                 6.256   487800000  4122299904       0.622         0.899
## 876                 3.425   546710016  2996792064       0.801         0.995
## 877                 2.169   -91000000    40000000       1.889         2.363
## 881                10.897    81345000  1454557056       3.380         3.411
## 887                 2.809  1211600000  5349499904       1.423         1.659
## 893                37.240          NA 61454000128          NA            NA
## 894                 1.766  -125323296      807200      24.062        24.730
## 895                19.403    38373000  1145177984       5.135         5.571
## 897                 7.256  2556000000 11020999680       0.856         1.820
## 905                 3.170  -162186000    82604000       3.339         3.596
## 907                 8.293  -515737984   926536000       3.196         3.535
## 908                 2.047   362268000  1342776064       0.913         1.727
## 909                 2.047   362268000  1342776064       0.913         1.727
## 917                 3.195  -273838016  2364195072       2.188         2.358
## 927                 1.348  1822910976 13388186624       0.644         0.778
## 932                22.454  4394899968   933400000       2.101         2.521
## 935                 1.642   876958976  7121393152       0.385         0.986
## 936                 0.854  4646700032 17371600896       0.653         1.530
## 938                 8.504          NA     1100000      37.551        37.689
## 951                 0.824  3953999872 33664000000       0.266         0.653
## 954                 1.501  7409999872 40961998848       0.410         0.756
## 958                10.878  -380000000  4107000064       0.681         0.826
## 968                    NA   808000000          NA       0.665         1.324
## 981                17.140  -192100000  6291400192       3.704         4.509
## 993                11.372  -134000000  1808999936       1.859         2.117
## 994                11.372  -134000000  1808999936       1.859         2.117
## 1000               15.802   -90237000  1241794048       1.014         1.091
##      Total.Revenue Debt.to.Equity Revenue.Per.Share Return.on.Assets
## 1        631732992         12.358             5.317    -1.195300e-01
## 7       3057224960         64.408            33.467     6.130000e-02
## 12     11273254912        171.801           189.355     2.450000e-03
## 18      2322999040        242.107             7.497    -4.295000e-02
## 29      7457882112         31.868            63.514    -4.509000e-02
## 31     10702000128         47.618            59.955     8.999999e-05
## 40      2344406016             NA            18.617     1.731000e-02
## 48      4638000128         61.714            10.685     2.026000e-02
## 50     53447999488             NA            81.548     2.779000e-02
## 58      2672538880        103.684             9.447     1.585000e-02
## 65      -366072000        714.254            -0.734    -5.510000e-03
## 71      6873999872        109.877            27.710     3.248000e-02
## 72       628785984        179.516             5.150    -2.150600e-01
## 89      1127481984          1.134            17.697    -3.830000e-03
## 92       229550000          0.252             3.235               NA
## 95      4358602752        120.960            16.820    -1.570000e-02
## 111      658617024          3.587            11.747    -1.588000e-02
## 117    14997000192        173.106            29.551     3.711000e-02
## 123     1290172032         23.943            12.160    -9.740000e-03
## 124     2562604032         20.545            89.289     2.113000e-02
## 136    73557000192             NA           120.339    -2.290000e-03
## 145     4008999936        216.762            63.020    -2.850000e-03
## 146    46508998656        316.386            22.871     6.002000e-02
## 162    11390999552        577.597            52.858     4.547000e-02
## 166     5008000000        219.848            42.797     2.691000e-02
## 169     2776300032        183.998             7.709    -1.425000e-02
## 176     4381000192        138.402            24.204     3.700000e-04
## 188      363552992         29.955             2.277     3.490000e-03
## 213     2602400000         84.418             3.873     1.315000e-02
## 218     1477673984        163.190             4.375    -3.585000e-02
## 227     4707687936         54.378            31.045     5.460000e-03
## 238      865587968        127.406             2.777    -1.001300e-01
## 279     3896000000         72.911            18.672     2.294000e-02
## 290    30966300672        146.319           142.439     4.566000e-02
## 294     9610000384          7.446            23.896    -2.181000e-02
## 299     4300251136        103.566             9.120    -7.506000e-02
## 304     2359600128        110.794             5.468     1.370000e-02
## 320     4492000256         95.523             9.107     1.298000e-02
## 328     1913970048         43.090            35.008    -9.500000e-04
## 332     2533600000         55.185            14.816     2.281000e-02
## 351    11351817216        193.364            32.351     2.945000e-02
## 352     2612011008         87.206            14.343    -2.708000e-02
## 378      968262976        229.679            13.219    -2.894000e-02
## 387     3014500096         82.376            33.852    -5.850000e-03
## 394     5804000256        218.999            23.539     2.351000e-02
## 415      665217984          0.047             4.226    -8.119000e-02
## 424      109739000          2.824             3.534               NA
## 428      980497024         32.986            11.915    -1.545000e-02
## 434     4544900096        340.532            32.685     4.876000e-02
## 435      627625024             NA             3.163    -7.917000e-02
## 438     1314375040         91.315             3.482     2.440000e-03
## 455     1093043968        183.295            22.017     9.790000e-03
## 459     2394116096         47.674            47.384    -1.774000e-02
## 463     5952999936         70.174            34.420     2.190000e-03
## 465     4048581888         36.583            48.815    -1.244000e-02
## 471     4429000192        203.412            27.943     1.435000e-02
## 481    11310999552         70.576            44.357     1.402000e-02
## 484      564526016          1.598             5.745    -6.912000e-02
## 487     5814000128          5.646            12.796     1.922000e-02
## 489      813459968        753.054             5.625    -7.579000e-02
## 525    15598000128        373.842            67.862     1.537000e-02
## 536     4515999744        330.525            33.024     3.781000e-02
## 542     7593800192        101.537            19.527    -1.510000e-03
## 543     7593800192        101.537            19.527    -1.510000e-03
## 546             NA             NA                NA    -7.520000e-03
## 547             NA             NA                NA    -7.520000e-03
## 563      668286016         57.977             0.291    -2.116400e-01
## 565     1359200000        267.377            20.196    -5.018000e-02
## 566     5095181824        218.124            12.788    -2.522000e-02
## 574     3209999872          0.993            13.986    -3.543300e-01
## 583     5278900224         30.791             6.106    -1.174000e-02
## 595      320052000        151.283             0.534    -4.760000e-03
## 605    21371000832         31.509            19.393    -1.569000e-02
## 607      480633984        137.754             2.901    -5.679000e-02
## 611     5049999872         10.835            13.220    -1.542400e-01
## 612    10859114496         36.864           170.454     3.908000e-02
## 616     1819609984         89.869            25.057    -6.182000e-02
## 624      173663008         85.484             1.000    -3.225000e-02
## 630     1360503040         52.312            11.380    -1.418400e-01
## 633      506124992         10.259             4.444    -8.930001e-03
## 639     7809999872        184.870            18.837     2.543000e-02
## 641    14874999808         31.205            14.576     2.785000e-02
## 659     2148815872             NA             8.780     6.390000e-03
## 666     2452000000         19.892            14.715    -1.603000e-02
## 687    29269000192         92.889            44.583     3.167000e-02
## 688    29269000192         92.889            44.583     3.167000e-02
## 694      654947968          1.587             3.686    -1.346000e-02
## 698     6284700160        373.795            41.456     1.950000e-03
## 705     4428299776         93.767            32.513     1.198000e-02
## 706    55166001152         79.407             9.757     9.400000e-03
## 727     1061723008          5.976             7.330    -3.806000e-02
## 740     4005012992         56.253            41.376     4.237000e-02
## 743             NA          8.243                NA    -2.331700e-01
## 745     2834599936         87.311            42.339     1.073000e-02
## 746     2379699968         84.012             5.665     2.903000e-02
## 754     6353299968         93.123            95.610     2.969000e-02
## 761      602353984         37.398            10.792     1.950000e-03
## 768     2306553088             NA            24.637    -3.253000e-02
## 771     5014000128         89.909             5.150    -2.255900e-01
## 775     3158007040       1660.951             5.004    -1.230900e-01
## 779     3746091008         26.244            26.150    -3.971000e-02
## 799     3512499968             NA            62.058     5.474000e-02
## 802       73235000         53.306            13.263               NA
## 806      723632000          1.232             2.375    -8.715000e-02
## 819     1042262976          6.446             7.615    -3.536000e-02
## 821    11676000256        108.265            45.209     5.003000e-02
## 823     3206404096          7.560             9.657    -1.078500e-01
## 824     2343481088         54.363             2.370    -3.890000e-03
## 831     5634999808        114.422             5.115     5.295000e-02
## 833     6446499840             NA            57.430    -7.706000e-02
## 837    15584300032         81.430           103.832     2.505000e-02
## 853     5403100160         68.802            31.629    -1.870000e-02
## 876     2543924992         34.733            31.034     1.544000e-02
## 877     4385999872          3.118             8.055    -3.703000e-02
## 881     2711757056         43.995            30.807    -1.040000e-03
## 887     3984999936        126.251            20.531     3.753000e-02
## 893    14232000512             NA            10.660    -1.191000e-02
## 894        3430200          0.236             0.028    -4.351000e-01
## 895     4239172096         13.194            23.726    -1.144000e-02
## 897    53091999744         60.548           150.296     1.834000e-02
## 905     1382539008          4.505             2.433    -4.210000e-02
## 907      481303008        214.269             5.946    -2.341700e-01
## 908     5568579072         73.918            12.713     2.847000e-02
## 909     5568579072         73.918            12.713     2.847000e-02
## 917     2063117056         69.198             5.341    -7.136000e-02
## 927     4706334208        134.161            11.633     1.673000e-02
## 932    10337399808          6.318            40.075     1.296300e-01
## 935    10275632128        513.104            26.449     2.726000e-02
## 936    15239199744         88.994            12.737     2.535000e-02
## 938             NA          0.119                NA    -1.156500e-01
## 951   145532993536        218.172           168.626     1.296000e-02
## 954    39934001152        115.663            16.350    -1.240000e-03
## 958    11904000000             NA           100.034    -9.442000e-02
## 968    13002999808             NA            39.887     6.160000e-03
## 981      807200000        713.230             6.422    -3.191000e-02
## 993     2071000064         40.191             8.866    -2.086000e-02
## 994     2071000064         40.191             8.866    -2.086000e-02
## 1000    2167770880         97.464            14.492    -1.827000e-02
##      Return.on.Equity Revenue.Growth Gross.Margins EBITDA.Margins
## 1         -0.31605000          0.043       0.64702       -0.23156
## 7          0.00126000          0.088       0.43081        0.21986
## 12        -0.00456000         -0.001       0.39603        0.03186
## 18        -0.19664000          0.479       0.42810       -0.15722
## 29        -0.04103000         -0.397      -0.08176       -0.11276
## 31        -0.11723000          0.083       0.09082        0.06092
## 40                 NA          1.070       0.86998        0.06738
## 48        -0.06442000          0.160       0.52919        0.08596
## 50                 NA          0.020       0.23937        0.09636
## 58        -0.08038000          0.017       0.30856        0.21278
## 65        -0.04354000         -0.766       0.00000        0.00000
## 71         0.06566000         -0.023       0.29895        0.10358
## 72        -1.09194000          1.103       0.36865       -0.49508
## 89        -0.00075000          0.069       0.66068        0.35958
## 92                 NA          6.190       0.77327       -0.42658
## 95        -0.35617000          0.205       0.81565       -0.00880
## 111       -0.06635001          0.041       0.40430        0.03116
## 117       -0.02219000          0.028       0.38768        0.19117
## 123       -0.00703000          0.161       0.85304       -0.04091
## 124       -0.17413001         -0.063       0.54169        0.20064
## 136                NA         -0.146       0.10463        0.01797
## 145       -0.19438000          4.405      -0.36692        0.00000
## 146       -0.26591000          0.087       0.76181        0.40956
## 162       -0.04540000         -0.017       0.52498        0.32587
## 166       -0.17030000         -0.132       0.64217        0.09824
## 169       -0.05030000          1.694       0.58160        0.00000
## 176       -0.25393000          0.233       0.21753        0.11299
## 188       -0.07351000          0.032       0.59014        0.19454
## 213       -0.19308001         -0.028       0.66035        0.38142
## 218       -0.13394000          0.300       0.77302       -0.03254
## 227       -0.02092000          0.091       0.30927        0.14507
## 238       -0.45208000          0.241       0.72441       -0.42895
## 279       -0.05350000         -0.043       0.52233        0.15708
## 290       -0.12983000          0.007       0.31060        0.08411
## 294       -0.06098000          0.233       0.48169       -0.01342
## 299       -0.35087000          0.262       0.38757       -0.05804
## 304       -0.00875000          0.039       0.63757        0.26191
## 320       -0.18785000          0.120       0.55232        0.20592
## 328       -0.03165000          0.226       0.58800        0.12732
## 332       -0.36332000         -0.044       0.54894        0.13877
## 351       -0.00548000         -0.036       0.46065        0.35479
## 352       -0.05601000          0.124       0.73188       -0.02638
## 378       -0.10698000          0.131       0.52852       -0.02701
## 387       -0.13418001         -0.086       0.15147        0.01934
## 394       -0.01820000          0.021       0.63939        0.38887
## 415       -0.48253000          0.308       0.89294       -0.24475
## 424                NA          0.426      -0.77949        0.00000
## 428       -0.00480000          0.080       0.59496       -0.04270
## 434       -0.56743000         -0.177       0.55161        0.17547
## 435       -0.12294000          0.153       0.82075       -0.32358
## 438       -0.08619001         -0.065       0.62439        0.61554
## 455       -0.16349001          0.421       0.50156        0.33811
## 459       -0.02704000          0.204       0.84512       -0.02604
## 463       -0.00752000         -0.014       0.13892        0.04939
## 465       -0.02391000         -0.146       0.70707        0.04565
## 471       -0.76185995         -0.054       0.66336        0.14337
## 481       -0.14678000         -0.014       0.34268        0.16099
## 484       -0.09625000          0.457       0.58828       -0.19831
## 487       -0.00544000          0.028       0.25420        0.18074
## 489       -1.05706000          0.196      -0.12860       -0.40650
## 525       -0.15410000         -0.108       0.18893        0.06405
## 536       -0.69751000         -0.076       0.17511        0.09460
## 542       -0.09175000          0.014       0.67185        0.28015
## 543       -0.09175000          0.014       0.67185        0.28015
## 546                NA             NA       0.00000        0.00000
## 547                NA             NA       0.00000        0.00000
## 563       -0.51523995          0.329      -1.62595        0.00000
## 565       -0.47252998         -0.169       0.25265       -0.06077
## 566       -0.13462000          0.406       0.33218       -0.01173
## 574       -0.53673000          0.149       0.74953       -0.67882
## 583       -0.06528000         -0.051       0.44151        0.18877
## 595       -0.24011000             NA       0.93044       -0.24691
## 605       -0.03434000          0.815       0.11422        0.28024
## 607       -0.11494000         -0.074       0.75900       -0.97109
## 611       -0.40941003         -0.299      -0.62990       -0.81327
## 612       -0.04518000         -0.051       0.25763        0.13820
## 616       -0.19561000          0.128       0.74025       -0.14523
## 624       -0.03080000         -0.512       0.29259       -0.27170
## 630       -0.40780000          0.581       0.53850       -0.21114
## 633       -0.02760000          0.129       0.60054        0.04907
## 639       -0.08382000         -0.078       0.32202        0.10871
## 641       -0.08089000          0.641       0.35939        0.32296
## 659                NA          0.109       0.84935        0.04359
## 666       -0.02310000          0.162       0.75816       -0.05914
## 687       -0.29097998         -0.105       0.34303        0.10178
## 688       -0.29097998         -0.105       0.34303        0.10178
## 694       -0.04604000          0.177       0.65916        0.07987
## 698       -0.33763000         -0.007       0.38536        0.07727
## 705       -0.02423000         -0.107       0.35926        0.12307
## 706       -0.02737000          0.021       0.60164        0.18060
## 727       -0.07642000          0.244       0.82589       -0.06981
## 740       -0.00721000          0.362       0.39862        0.19008
## 743       -0.39402000             NA       0.00000        0.00000
## 745       -0.45484000         -0.042       0.47887        0.20804
## 746       -0.01443000          0.120       0.20452        0.23305
## 754        0.00022000         -0.125       0.35778        0.19497
## 761       -0.00096000         -0.032       0.47703        0.13104
## 768                NA          0.099       0.70240        0.05752
## 771       -0.62497000          0.033      -0.41105       -0.95732
## 775       -7.86395030          0.313       0.23810       -0.30838
## 779       -0.20031000          0.143       0.45116        0.00501
## 799                NA          0.075       0.26010        0.12259
## 802                NA          0.028      -0.61072       -1.37613
## 806       -0.17473000          0.331       0.73347       -0.39138
## 819       -0.07009000          0.173       0.81607       -0.05133
## 821        0.10278000         -0.035       0.24375        0.15313
## 823       -0.21624000          0.289       0.67835       -0.35246
## 824       -0.01974000          0.209       0.82421        0.00000
## 831       -0.53755003         -0.147       0.30701        0.68004
## 833                NA          0.093      -0.06765       -0.08218
## 837       -0.02970000         -0.032       0.28878        0.09594
## 853       -0.50901000          0.042       0.55576        0.09028
## 876       -0.02015000          1.789       0.68416        0.21491
## 877       -0.11516000          0.270       0.22663       -0.02075
## 881       -0.03694000          0.234       0.24940        0.03000
## 887       -0.03329000          0.075       0.60790        0.30404
## 893       -0.10037000             NA       0.00000        0.00000
## 894       -2.44539000         -0.298       0.93820        0.00000
## 895       -0.06371000          0.043       0.50672        0.00905
## 897        0.00081000          0.016       0.06272        0.04814
## 905       -0.05892000          0.101       0.84034       -0.11731
## 907       -2.08433000          0.357      -0.49520       -1.07155
## 908       -0.04364000         -0.101       0.46357        0.06506
## 909       -0.04364000         -0.101       0.46357        0.06506
## 917       -0.22486000         -0.158       0.68364       -0.13273
## 927       -0.01436000          0.083       0.42670        0.38733
## 932       -0.03240000          0.061       0.53649        0.42515
## 935       -0.57025003         -0.086       0.51897        0.08534
## 936       -0.03203000         -0.031       0.42322        0.30492
## 938       -0.14803000             NA       0.00000        0.00000
## 951       -0.55966000          0.026       0.18378        0.02717
## 954       -0.28667000         -0.062       0.41764        0.18556
## 958                NA         -0.017       0.30418       -0.03192
## 968       -0.06973000             NA       0.22364        0.06214
## 981       -0.45815000         -0.010       0.09589       -0.23798
## 993       -0.03138000          0.130       0.76919       -0.06470
## 994       -0.03138000          0.130       0.76919       -0.06470
## 1000      -0.05773000          0.303       0.78080       -0.04163
##      Earnings.Per.Share
## 1                 -2.03
## 7                 -0.08
## 12                -0.21
## 18                -1.67
## 29                -4.72
## 31                -3.07
## 40                -0.57
## 48                -0.26
## 50                -0.18
## 58                -1.01
## 65                -1.34
## 71                -1.87
## 72                -2.72
## 89                -0.14
## 92                -0.57
## 95                -1.17
## 111               -2.86
## 117               -0.30
## 123               -0.27
## 124              -47.35
## 136               -5.64
## 145              -15.79
## 146               -3.25
## 162               -1.29
## 166               -2.48
## 169               -1.11
## 176               -5.76
## 188               -0.50
## 213               -1.91
## 218               -0.30
## 227               -1.84
## 238               -1.18
## 279               -0.86
## 290               -4.81
## 294               -1.00
## 299               -0.87
## 304               -0.08
## 320               -2.55
## 328               -1.95
## 332               -7.74
## 351               -0.29
## 352               -0.95
## 378               -0.71
## 387               -2.42
## 394               -0.37
## 415               -2.34
## 424              -87.00
## 428               -0.07
## 434               -7.47
## 435               -0.75
## 438               -1.51
## 455              -10.91
## 459               -0.69
## 463               -0.48
## 465               -1.87
## 471              -19.16
## 481               -9.22
## 484               -0.86
## 487               -0.74
## 489               -2.52
## 525               -0.81
## 536               -5.95
## 542               -4.75
## 543               -4.75
## 546               -1.54
## 547               -1.54
## 563               -1.18
## 565               -8.12
## 566               -0.15
## 574               -5.56
## 583               -1.11
## 595               -2.90
## 605               -1.41
## 607               -1.86
## 611              -15.35
## 612               -5.64
## 616               -3.02
## 624               -0.38
## 630               -2.44
## 633               -0.26
## 639               -0.65
## 641               -2.75
## 659               -0.51
## 666               -0.81
## 687               -8.74
## 688               -8.74
## 694               -0.33
## 698               -8.01
## 705               -0.83
## 706               -0.46
## 727               -0.63
## 740               -0.28
## 743               -0.95
## 745              -27.75
## 746               -0.09
## 754               -0.03
## 761               -0.03
## 768               -1.42
## 771               -5.95
## 775               -1.72
## 779               -3.46
## 799               -4.72
## 802             -134.61
## 806               -0.92
## 819               -0.32
## 821               -1.82
## 823               -3.06
## 824               -0.22
## 831               -2.50
## 833              -10.01
## 837               -1.80
## 853              -22.32
## 876               -0.99
## 877               -0.26
## 881               -0.13
## 887               -0.84
## 893               -5.10
## 894               -0.43
## 895               -3.29
## 897               -0.06
## 905               -0.20
## 907               -7.21
## 908               -0.20
## 909               -0.20
## 917               -2.05
## 927               -0.37
## 932               -1.99
## 935               -3.01
## 936               -0.54
## 938               -0.93
## 951               -6.74
## 954               -4.81
## 958               -5.26
## 968               -2.61
## 981               -4.56
## 993               -0.61
## 994               -0.61
## 1000              -0.38
#a lot of trailing PE is missing which would will impact our data as it is about 14% of the data

#the metric measures PE from the previous 12 months while forward PE is the based on the projected PE. To avoid losing data and keep some of the financial info we can drop the trailing PE column and instead calculate the current PE and use that as the metric

#drop trailing PE column
financial_information_no_trail_pe <- financial_information[-12]


#calculate PE
#PE is stock price/ earnings per share

financial_information_no_trail_pe$Price.to.Earnings <- ifelse(financial_information_no_trail_pe$Earnings.Per.Share != 0, 
                                                      financial_information_no_trail_pe$Stock.Price/ financial_information_no_trail_pe$Earnings.Per.Share,NA)
  


#let us look at NA value
financial_information_no_trail_pe[is.na(financial_information_no_trail_pe$Price.to.Earnings),]
##    Ticker longName Stock.Price                       Industry      Sector
## 11    ADT ADT Inc.        7.25 Security & Protection Services Industrials
##    Full.Time.Employees Dividend.Rate Dividend.Yield Payout.Ratio
## 11               14300          0.22         0.0303       0.6923
##    X5.Year.Avg.Dividend.Yield  Beta Forward.P.E  Volume Regular.Market.Volume
## 11                       1.95 1.531     8.73494 3542475               3542475
##    Average.Volume Average.Volume..10.days. Market.Cap X52.Week.Low
## 11        4216774                  6013830 6610752512         5.53
##    X52.Week.High Price.Sales..TTM. Trailing.Annual.Dividend.Rate
## 11          7.92          1.302268                          0.18
##    Trailing.Annual.Dividend.Yield Profit.Margins Enterprise.to.Revenue
## 11                     0.02465753        0.13269                 2.824
##    Enterprise.to.EBITDA Recommendation.Mean Recommendation.Key
## 11                5.938                 2.5                buy
##    Total.Cash.Per.Share     EBITDA Total.Debt Quick.Ratio Current.Ratio
## 11                0.042 2414235904 7828516864       0.336         0.749
##    Total.Revenue Debt.to.Equity Revenue.Per.Share Return.on.Assets
## 11    5076337152        205.569             5.581          0.04073
##    Return.on.Equity Revenue.Growth Gross.Margins EBITDA.Margins
## 11          0.00155          0.031       0.79913        0.47559
##    Earnings.Per.Share Price.to.Earnings
## 11                  0                NA
#there is only one company with NA due to earning per share being 0
#Let us look at EBITDA columns NA
financial_information_no_trail_pe[is.na(financial_information_no_trail_pe$EBITDA),]
##     Ticker                                   longName Stock.Price
## 23    AGNC                      AGNC Investment Corp.       10.47
## 24      AL                      Air Lease Corporation       45.08
## 39    ALLY                        Ally Financial Inc.       34.18
## 52     AXP                   American Express Company      266.21
## 59     AMP                 Ameriprise Financial, Inc.      463.38
## 65     NLY            Annaly Capital Management, Inc.       20.57
## 73     APO             Apollo Global Management, Inc.      125.13
## 114    BAC                Bank of America Corporation       39.45
## 115    OZK                                   Bank OZK       41.73
## 131     BX                            Blackstone Inc.      157.55
## 135     BK    The Bank of New York Mellon Corporation       71.82
## 137   BOKF                  BOK Financial Corporation      104.34
## 145    BHF                Brighthouse Financial, Inc.       43.51
## 165    COF          Capital One Financial Corporation      147.35
## 169     CG                     The Carlyle Group Inc.       43.34
## 191   SCHW             The Charles Schwab Corporation       64.58
## 210      C                             Citigroup Inc.       61.37
## 211    CFG             Citizens Financial Group, Inc.       40.76
## 230   COLB              Columbia Banking System, Inc.       26.08
## 233    CMA                      Comerica Incorporated       60.46
## 235   CBSH                  Commerce Bancshares, Inc.       60.73
## 257   CACC              Credit Acceptance Corporation      447.62
## 286    DFS                Discover Financial Services      136.47
## 312   EWBC                    East West Bancorp, Inc.       81.32
## 348    EVR                              Evercore Inc.      258.35
## 349     EG                        Everest Group, Ltd.      383.14
## 368   FITB                        Fifth Third Bancorp       42.82
## 370  FCNCA            First Citizens BancShares, Inc.     1856.96
## 371    FHB                       First Hawaiian, Inc.       22.93
## 372    FHN                  First Horizon Corporation       15.28
## 383    FNB                         F.N.B. Corporation       13.90
## 395    CFR                 Cullen/Frost Bankers, Inc.      112.50
## 422     GS              The Goldman Sachs Group, Inc.      498.02
## 454    HLI                       Houlihan Lokey, Inc.      161.98
## 461   HBAN         Huntington Bancshares Incorporated       14.51
## 479   IBKR            Interactive Brokers Group, Inc.      136.11
## 500    JEF             Jefferies Financial Group Inc.       62.48
## 504    JPM                       JPMorgan Chase & Co.      211.59
## 511    KEY                                    KeyCorp       16.62
## 519    KKR                             KKR & Co. Inc.      132.39
## 534    LAZ                               Lazard, Inc.       51.03
## 546  LLYVA                         Liberty Live Group       45.82
## 547  LLYVK                         Liberty Live Group       46.81
## 568    MTB                       M&T Bank Corporation      174.79
## 620     MS                             Morgan Stanley      102.58
## 652   NTRS                 Northern Trust Corporation       91.41
## 657     NU                           Nu Holdings Ltd.       14.80
## 674    OMF                     OneMain Holdings, Inc.       45.91
## 711   PNFP          Pinnacle Financial Partners, Inc.       97.91
## 716    PNC     The PNC Financial Services Group, Inc.      184.62
## 719   BPOP                              Popular, Inc.      100.28
## 731     PB                Prosperity Bancshares, Inc.       71.34
## 749    RJF              Raymond James Financial, Inc.      124.16
## 757     RF              Regions Financial Corporation       22.92
## 760    RNR                RenaissanceRe Holdings Ltd.      262.64
## 770   RITM                        Rithm Capital Corp.       11.81
## 774   HOOD                    Robinhood Markets, Inc.       22.77
## 785   RPRX                         Royalty Pharma plc       27.71
## 793    SLM                            SLM Corporation       21.53
## 824   SOFI                    SoFi Technologies, Inc.        7.83
## 839   STWD              Starwood Property Trust, Inc.       20.92
## 840    STT                   State Street Corporation       88.91
## 844     SF                     Stifel Financial Corp.       92.83
## 848    SYF                        Synchrony Financial       48.21
## 850    SNV                    Synovus Financial Corp.       43.72
## 872   TFSL                  TFS Financial Corporation       13.12
## 884     TW                      Tradeweb Markets Inc.      121.92
## 893    TFC               Truist Financial Corporation       41.98
## 899    USB                               U.S. Bancorp       45.64
## 938   VKTX                  Viking Therapeutics, Inc.       61.93
## 940   VIRT                      Virtu Financial, Inc.       31.31
## 948    WRB                  W. R. Berkley Corporation       56.65
## 960    WBS              Webster Financial Corporation       46.40
## 962    WFC                      Wells Fargo & Company       54.16
## 967    WAL            Western Alliance Bancorporation       84.85
## 974    WTM      White Mountains Insurance Group, Ltd.     1713.95
## 980   WTFC             Wintrust Financial Corporation      107.66
## 987     XP                                    XP Inc.       18.13
## 996   ZION Zions Bancorporation, National Association       47.03
##                            Industry                 Sector Full.Time.Employees
## 23                  REIT - Mortgage            Real Estate                  53
## 24        Rental & Leasing Services            Industrials                 163
## 39                  Credit Services     Financial Services               11100
## 52                  Credit Services     Financial Services               74600
## 59                 Asset Management     Financial Services               13800
## 65                  REIT - Mortgage            Real Estate                 187
## 73                 Asset Management     Financial Services                5009
## 114             Banks - Diversified     Financial Services              212000
## 115                Banks - Regional     Financial Services                2744
## 131                Asset Management     Financial Services                4735
## 135             Banks - Diversified     Financial Services               52000
## 137                Banks - Regional     Financial Services                4952
## 145                Insurance - Life     Financial Services                1500
## 165                 Credit Services     Financial Services               52100
## 169                Asset Management     Financial Services                2200
## 191                 Capital Markets     Financial Services               32300
## 210             Banks - Diversified     Financial Services              229000
## 211                Banks - Regional     Financial Services               17510
## 230                Banks - Regional     Financial Services                5114
## 233                Banks - Regional     Financial Services                7608
## 235                Banks - Regional     Financial Services                4724
## 257                 Credit Services     Financial Services                2232
## 286                 Credit Services     Financial Services               21100
## 312                Banks - Regional     Financial Services                3200
## 348                 Capital Markets     Financial Services                2330
## 349         Insurance - Reinsurance     Financial Services                2844
## 368                Banks - Regional     Financial Services               18607
## 370                Banks - Regional     Financial Services               15715
## 371                Banks - Regional     Financial Services                2032
## 372                Banks - Regional     Financial Services                7300
## 383                Banks - Regional     Financial Services                4008
## 395                Banks - Regional     Financial Services                5495
## 422                 Capital Markets     Financial Services               44300
## 454                 Capital Markets     Financial Services                2601
## 461                Banks - Regional     Financial Services               19805
## 479                 Capital Markets     Financial Services                2951
## 500                 Capital Markets     Financial Services                7611
## 504             Banks - Diversified     Financial Services              313206
## 511                Banks - Regional     Financial Services               16699
## 519                Asset Management     Financial Services                4490
## 534                 Capital Markets     Financial Services                3164
## 546                   Entertainment Communication Services                  NA
## 547                   Entertainment Communication Services                  NA
## 568                Banks - Regional     Financial Services               22110
## 620                 Capital Markets     Financial Services               79000
## 652                Asset Management     Financial Services               23000
## 657                Banks - Regional     Financial Services                  NA
## 674                 Credit Services     Financial Services                9100
## 711                Banks - Regional     Financial Services                3469
## 716                Banks - Regional     Financial Services               53932
## 719                Banks - Regional     Financial Services                9241
## 731                Banks - Regional     Financial Services                3902
## 749                Asset Management     Financial Services               18000
## 757                Banks - Regional     Financial Services               20101
## 760         Insurance - Reinsurance     Financial Services                 925
## 770                 REIT - Mortgage            Real Estate                6570
## 774                 Capital Markets     Financial Services                2200
## 785                   Biotechnology             Healthcare                  NA
## 793                 Credit Services     Financial Services                1740
## 824                 Credit Services     Financial Services                4400
## 839                 REIT - Mortgage            Real Estate                 293
## 840                Asset Management     Financial Services               52568
## 844                 Capital Markets     Financial Services                8892
## 848                 Credit Services     Financial Services               20000
## 850                Banks - Regional     Financial Services                4727
## 872                Banks - Regional     Financial Services                 995
## 884                 Capital Markets     Financial Services                1179
## 893                Banks - Regional     Financial Services               41368
## 899                Banks - Regional     Financial Services               70000
## 938                   Biotechnology             Healthcare                  28
## 940                 Capital Markets     Financial Services                 975
## 948 Insurance - Property & Casualty     Financial Services                8329
## 960                Banks - Regional     Financial Services                4131
## 962             Banks - Diversified     Financial Services              222544
## 967                Banks - Regional     Financial Services                3310
## 974 Insurance - Property & Casualty     Financial Services                 782
## 980                Banks - Regional     Financial Services                5521
## 987                 Capital Markets     Financial Services                6834
## 996                Banks - Regional     Financial Services                9696
##     Dividend.Rate Dividend.Yield Payout.Ratio X5.Year.Avg.Dividend.Yield  Beta
## 23           1.44     0.13750000       3.7895                      12.70 1.457
## 24           0.84     0.01860000       0.1781                       1.75 1.603
## 39           1.20     0.03510000       0.5172                       3.05 1.394
## 52           2.80     0.01050000       0.1940                       1.29 1.212
## 59           5.92     0.01280000       0.1892                       1.84 1.346
## 65           2.60     0.12800000       0.8980                      13.54 1.578
## 73           1.85     0.01480000       0.1895                       3.34 1.611
## 114          1.04     0.02640000       0.3368                       2.43 1.340
## 115          1.60     0.03830000       0.2492                       3.33 1.158
## 131          3.39     0.02150000       1.2824                       3.58 1.500
## 135          1.88     0.02620000       0.4000                       2.97 1.067
## 137          2.20     0.02110000       0.3063                       2.62 1.169
## 145          0.00     0.00000000       0.0000                       0.00 1.063
## 165          2.40     0.01630000       0.2258                       1.78 1.447
## 169          1.40     0.03250000       2.3276                       3.52 1.720
## 191          1.00     0.01550000       0.4167                       1.38 0.964
## 210          2.15     0.03500000       0.5856                       3.74 1.435
## 211          1.68     0.04120000       0.6340                       4.58 1.328
## 230          1.44     0.05520000       0.4696                       0.00 0.859
## 233          2.84     0.04700000       0.6297                       4.88 1.249
## 235          1.08     0.01780000       0.2892                       1.68 0.756
## 257          0.00     0.00000000       0.0000                       0.00 1.426
## 286          2.80     0.02050000       0.2471                       2.29 1.410
## 312          2.20     0.02710000       0.2641                       2.46 1.290
## 348          3.20     0.01240000       0.4254                       2.46 1.358
## 349          8.00     0.02090000       0.1066                       2.24 0.615
## 368          1.48     0.03460000       0.4459                       3.80 1.239
## 370          6.56     0.00350000       0.0312                       0.28 0.818
## 371          1.04     0.04380000       0.5977                       4.60 0.965
## 372          0.60     0.03930000       0.4959                       3.98 0.901
## 383          0.48     0.03450000       0.4034                       4.28 0.986
## 395          3.80     0.03380000       0.4488                       3.05 0.994
## 422         12.00     0.02410000       0.3529                       2.29 1.353
## 454          2.28     0.01410000       0.4922                       2.00 0.677
## 461          0.62     0.04280000       0.5849                       4.79 1.068
## 479          1.00     0.00730000       0.0870                       0.62 0.794
## 500          1.40     0.02240000       0.6522                       2.93 1.297
## 504          5.00     0.02360000       0.2453                       2.78 1.105
## 511          0.82     0.04930000       1.0789                       4.96 1.238
## 519          0.70     0.00530000       0.1588                       1.16 1.616
## 534          2.00     0.03920000       1.2346                       5.29 1.377
## 546          0.00     0.00000000       0.0000                       0.00    NA
## 547          0.00     0.00000000       0.0000                       0.00    NA
## 568          5.40     0.03090000       0.3892                       3.32 0.744
## 620          3.70     0.03610000       0.5592                       2.99 1.357
## 652          3.00     0.03280000       0.4115                       3.13 1.096
## 657          0.00     0.00000000       0.0000                       0.00 1.175
## 674          4.16     0.09060001       0.8313                       8.55 1.548
## 711          0.88     0.00900000       0.1743                       1.12 1.051
## 716          6.40     0.03470000       0.5197                       3.54 1.128
## 719          2.48     0.02470000       0.3394                       2.78 0.799
## 731          2.24     0.03140000       0.4901                       3.03 0.910
## 749          1.80     0.01450000       0.1995                       1.47 1.030
## 757          1.00     0.04360000       0.5393                       3.96 1.188
## 760          1.56     0.00590000       0.0297                       0.83 0.384
## 770          1.00     0.08470000       0.8403                      10.88 1.786
## 774          0.00     0.00000000       0.0000                       0.00 1.826
## 785          0.84     0.03030000       0.5467                       0.00 0.462
## 793          0.44     0.02040000       0.1358                       1.77 1.162
## 824          0.00     0.00000000       0.0000                       0.00 1.710
## 839          1.92     0.09180000       1.7455                       9.62 1.738
## 840          3.04     0.03420000       0.5092                       3.09 1.495
## 844          1.68     0.01820000       0.3305                       1.45 1.090
## 848          1.00     0.02070000       0.1397                       2.67 1.612
## 850          1.52     0.03480000       0.9325                       3.93 1.410
## 872          1.13     0.08610000       4.0357                       7.31 0.698
## 884          0.40     0.00330000       0.1881                       0.45 1.016
## 893          2.08     0.04930000       0.5226                       4.46 1.040
## 899          2.00     0.04380000       0.6190                       4.04 1.054
## 938          0.00     0.00000000       0.0000                       0.00 1.003
## 940          0.96     0.03070000       0.4824                       4.35 0.372
## 948          0.31     0.00540000       0.0790                       0.62 0.623
## 960          1.60     0.03450000       0.3478                       3.69 1.272
## 962          1.60     0.02950000       0.2869                       3.11 1.161
## 967          1.48     0.01740000       0.2214                       2.00 1.431
## 974          1.00     0.00060000       0.0052                       0.08 0.439
## 980          1.80     0.01670000       0.1769                       1.76 1.160
## 987          1.32     0.07250000       0.8400                       0.00 1.662
## 996          1.64     0.03490000       0.3952                       3.44 1.083
##     Forward.P.E   Volume Regular.Market.Volume Average.Volume
## 23     5.314721 23473095              23473095       15508450
## 24     9.757576   657026                657026         779434
## 39     6.863454  3156947               3156947        3621239
## 52    17.830542  2226520               2226520        2794525
## 59    12.155824   262830                262830         477028
## 65     7.399280  7176703               7176703        4751453
## 73    14.549999  3168022               3168022        2961461
## 114   10.749319 31281305              31281305       40499836
## 115    6.763371   869475                869475        1308530
## 131   26.658207  2024606               2024606        3433360
## 135   11.418124  3583171               3583171        4070741
## 137   12.275293    99959                 99959         154095
## 145    2.188632   376397                376397         414971
## 165    9.296530  2388733               2388733        2480579
## 169    9.872438  1336106               1336106        2355534
## 191   16.226131  6029835               6029835        9433598
## 210    8.619382  9396212               9396212       13687206
## 211   10.139303  3400324               3400324        5538330
## 230    9.916349  3086076               3086076        2053449
## 233   11.429111  1617925               1617925        2107846
## 235   15.611825   403412                403412         606952
## 257   10.861927    26942                 26942          56511
## 286   10.579070  1426249               1426249        1307517
## 312    9.466822   459217                459217         717985
## 348   17.707335   197484                197484         336541
## 349    5.565660   295064                295064         327488
## 368   11.927577  2607335               2607335        4277457
## 370    9.221632   171385                171385          93987
## 371   13.331395   744109                744109         693738
## 372    9.610063  6826439               6826439        6036417
## 383    9.266666  1815550               1815550        2436977
## 395   13.127189   406922                406922         516403
## 422   11.957262  1022289               1022289        2198744
## 454   24.881720   228575                228575         296215
## 461   10.591241  7900418               7900418       15833631
## 479   19.783430   709734                709734         922157
## 500   14.135746  1917088               1917088        1549458
## 504   12.512714  6487024               6487024        9124906
## 511   10.862746  9851327               9851327       14933446
## 519   21.810543  1969065               1969065        3552668
## 534   12.951776   326166                326166         885830
## 546   24.634409   360670                360670         101663
## 547   25.166668   832859                832859         226900
## 568   10.856521  1040153               1040153         989807
## 620   13.409150  3979453               3979453        6362750
## 652   12.892807   838053                838053        1169403
## 657   23.492064 16918766              16918766       41571044
## 674    6.229308  1815471               1815471        1005255
## 711   12.315724   532706                532706         510609
## 716   12.491204  1393760               1393760        1857715
## 719    9.208447   317863                317863         410142
## 731   12.342560   542587                542587         630480
## 749   12.341949   864295                864295        1285546
## 757   10.324325  7821567               7821567        7905684
## 760    7.402481   265706                265706         321546
## 770    6.418478  2421922               2421922        2955492
## 774   33.985073  7352352               7352352       14061312
## 785    6.340961  1460002               1460002        2646341
## 793    7.298305  1036750               1036750        1564279
## 824   30.115385 46861462              46861462       40966804
## 839   10.460000  1941494               1941494        2586276
## 840    9.791851  1707168               1707168        2134822
## 844   12.055844   340751                340751         559980
## 848    8.143580  2976549               2976549        3595096
## 850    9.566739  1206094               1206094        1417195
## 872   50.461540   421735                421735         250877
## 884   38.100000   620301                620301         719804
## 893   10.365432  5427577               5427577        7659000
## 899   10.688524  6144761               6144761        8323904
## 938  -41.013245  3696898               3696898        3835011
## 940   10.401993  1595301               1595301        1288650
## 948   13.113426  1398859               1398859        1702619
## 960    7.864407  1347774               1347774        1385033
## 962    9.919414 13002597              13002597       17661447
## 967    9.094319  1256157               1256157        1478280
## 974   21.424374     8313                  8313          12915
## 980   10.575639   279510                279510         427719
## 987   10.540697  6258004               6258004        6706979
## 996    9.859539   995879                995879        1670936
##     Average.Volume..10.days.   Market.Cap X52.Week.Low X52.Week.High
## 23                  19360370   8192398336      6.81000        10.850
## 24                    853650   5020875264     33.33000        52.310
## 39                   5553350  10413688832     22.54000        45.460
## 52                   2883770 189251878912    140.91000       272.410
## 59                    407580  45498683392    306.63000       465.820
## 65                   6943900  11071020032     14.52000        21.110
## 73                   2849250  71265787904     77.11000       126.930
## 114                 40259870 306115444736     24.96000        44.440
## 115                  1284080   4734852608     34.76000        52.360
## 131                  3960460 192431587328     88.59000       161.250
## 135                  4112110  53000142848     39.66000        73.190
## 137                   163960   6691094528     62.42000       108.010
## 145                   408240   2643489024     40.00000        56.245
## 165                  2457530  56266485760     88.23000       154.180
## 169                  2754420  15445293056     27.13000        50.920
## 191                  9306710 118138781696     48.66000        79.490
## 210                 13782020 117081686016     38.17000        67.810
## 211                  5228940  18272706560     22.77000        43.960
## 230                  2472370   5463264256     17.08000        28.120
## 233                  2047640   8021228032     37.40000        61.840
## 235                   582460   7829190144     42.96000        65.860
## 257                    54490   5421215232    379.77000       616.660
## 286                  1346340  34263795712     79.04000       147.610
## 312                   701260  11271357440     49.59000        89.750
## 348                   303850   9904002048    124.53000       259.700
## 349                   348540  16579809280    343.76000       417.920
## 368                  4234700  28942680064     22.49000        43.850
## 370                   105870  26696585216   1274.91000      2174.800
## 371                   741410   2932425984     17.18000        26.180
## 372                  7361980   8188444672     10.08000        17.460
## 383                  2366950   4998036992     10.24000        15.650
## 395                   553200   7155562496     82.25000       123.170
## 422                  1984980 157274718208    289.36000       517.260
## 454                   325160  11263051776     94.67000       162.630
## 461                 13690730  21074759680      9.25000        15.250
## 479                  1021000  57548943360     72.60000       136.560
## 500                  2073180  12839077888     31.38000        62.980
## 504                 10447520 602007404544    135.19000       225.480
## 511                 11595320  15425288192      9.50000        17.390
## 519                  3399480 122064642048     53.72000       134.850
## 534                   623420   4601349632     25.82000        51.440
## 546                   130290   4269415936     29.48000        46.180
## 547                   264750   4270326528     30.00000        47.090
## 568                  1276190  29190103040    108.53000       180.640
## 620                  6360090 165960073216     69.42000       109.110
## 652                  1214580  18431729664     62.44000        92.820
## 657                 25295790  70881943552      6.80000        15.160
## 674                  1353050   5498686464     35.00000        54.940
## 711                   596080   7562167808     59.66000       100.760
## 716                  1798240  73385713664    109.40000       187.780
## 719                   438420   7253773824     59.27000       105.010
## 731                   660120   6795933696     49.60000        74.870
## 749                  1060190  25569884160     91.67000       131.190
## 757                  7997360  20974665728     13.72000        23.470
## 760                   323300  13698173952    188.24000       268.610
## 770                  2891070   5783735296      8.87000        12.020
## 774                 12455760  20144119808      7.91000        24.880
## 785                  2224820  16444748800     25.20000        31.655
## 793                  1562810   4681935360     12.26000        23.950
## 824                 45843910   8346309632      6.01000        10.490
## 839                  2836640   7251186176     17.07000        22.290
## 840                  2324560  26550304768     62.78000        89.490
## 844                   431580   9516281856     54.81000        93.250
## 848                  3975160  19053893632     27.29500        52.670
## 850                  1518080   6294455808     24.40000        47.830
## 872                   281670   3651650304     10.97000        15.250
## 884                   629670  26615502848     78.75000       122.070
## 893                  8551420  56217096192     26.57000        45.310
## 899                  9023040  71221673984     30.47000        47.310
## 938                  4001740   6861596160      8.28000        99.410
## 940                  1589010   4880038912     16.02000        32.885
## 948                  2081710  21558214656     41.37333        61.280
## 960                  1264370   7954166784     36.36000        53.390
## 962                 23654570 184348196864     38.39000        62.550
## 967                  3169170   9340796928     38.81000        88.920
## 974                    12970   4401903616   1401.01000      1899.210
## 980                   431140   7159433216     71.86000       113.680
## 987                  5727520   9716102144     15.24000        27.025
## 996                  1542470   6946189312     28.90000        53.320
##     Price.Sales..TTM. Trailing.Annual.Dividend.Rate
## 23         15.9385190                         1.440
## 24          1.8550975                         0.830
## 39          1.5366223                         1.200
## 52          3.2569550                         2.600
## 59          2.6825470                         5.530
## 65        -30.2427390                         2.600
## 73          2.7455325                         1.785
## 114         3.2305650                         0.960
## 115         3.3231676                         1.500
## 131        19.5222800                         3.390
## 135         3.0125700                         1.680
## 137         3.3749020                         2.200
## 145         0.6593887                         0.000
## 165         2.1601906                         2.400
## 169         5.5632653                         1.400
## 191         6.4212840                         1.000
## 210         1.6785665                         2.120
## 211         2.5280445                         1.680
## 230         2.9542640                         1.440
## 233         2.4711115                         2.840
## 235         4.9419527                         1.054
## 257         6.6501660                         0.000
## 286         3.0754685                         2.800
## 312         4.7764096                         2.060
## 348         3.7737784                         3.120
## 349         1.0403670                         7.250
## 368         3.5621760                         1.400
## 370         2.8292267                         5.670
## 371         3.6524203                         1.040
## 372         2.7785695                         0.600
## 383         3.3702204                         0.480
## 395         3.6769598                         3.680
## 422         3.2165809                        11.000
## 454         5.5980330                         2.220
## 461         3.1403308                         0.620
## 479        12.0774270                         0.550
## 500         2.2236164                         1.200
## 504         3.7392926                         4.400
## 511         2.6868641                         0.820
## 519         4.5869894                         0.680
## 534         1.6541561                         2.000
## 546                NA                         0.000
## 547                NA                         0.000
## 568         3.4450730                         5.250
## 620         2.9573940                         3.475
## 652         2.4221680                         3.000
## 657        14.4476470                         0.000
## 674         2.1880965                         4.040
## 711         5.0709580                         0.880
## 716         3.5975153                         6.200
## 719         2.7872329                         2.410
## 731         6.0426830                         2.230
## 749         2.0759833                         1.770
## 757         3.1823192                         0.960
## 760         1.2969044                         1.540
## 770         1.8446498                         1.000
## 774         9.0009470                         0.000
## 785         7.3491940                         0.820
## 793         2.7793834                         0.440
## 824         3.5615008                         0.000
## 839        15.7032630                         1.920
## 840         2.2114198                         2.760
## 844         2.0906070                         1.560
## 848         2.1708891                         1.000
## 850         3.7308590                         1.520
## 872        11.9534980                         1.130
## 884        17.6179580                         0.380
## 893         3.9500487                         2.080
## 899         2.8368387                         1.950
## 938                NA                         0.000
## 940         2.6636170                         0.960
## 948         1.6812376                         0.300
## 960         3.2918230                         1.600
## 962         2.3563693                         1.400
## 967         3.3061256                         1.470
## 974         1.9146204                         1.000
## 980         3.2305520                         1.700
## 987         0.6164122                         3.560
## 996         2.3506563                         1.640
##     Trailing.Annual.Dividend.Yield Profit.Margins Enterprise.to.Revenue
## 23                    0.1391304300     0.80739000               102.306
## 24                    0.0183425420     0.20850000                 8.958
## 39                    0.0353045000     0.12144000                 3.627
## 52                    0.0097268990     0.16927000                 3.267
## 59                    0.0119678840     0.18089001                 2.462
## 65                    0.1280157600     0.00000000              -250.583
## 73                    0.0142537730     0.22028999                 3.373
## 114                   0.0240782540     0.25874000                 2.569
## 115                   0.0354777700     0.49270000                 2.370
## 131                   0.0215635130     0.20245000                13.737
## 135                   0.0232880500     0.19468000                -2.670
## 137                   0.0206340270     0.23427999                 4.005
## 145                   0.0000000000    -0.22375000                 1.441
## 165                   0.0158677700     0.16789000                 2.539
## 169                   0.0324675330    -0.14296000                 8.875
## 191                   0.0154012010     0.26438000                 7.547
## 210                   0.0338766350     0.11892000                 0.436
## 211                   0.0409157300     0.18608000                 3.088
## 230                   0.0559440600     0.25610000                 4.454
## 233                   0.0471760780     0.19347000                 3.793
## 235                   0.0170439850     0.30427000                 4.602
## 257                   0.0000000000     0.22277000                14.039
## 286                   0.0199714700     0.26111000                 3.913
## 312                   0.0249999990     0.46613997                 4.413
## 348                   0.0120612340     0.11216000                 3.932
## 349                   0.0187483840     0.18441999                 1.000
## 368                   0.0326797370     0.28455000                 5.910
## 370                   0.0028989362     0.28656000                 4.264
## 371                   0.0438079160     0.27634000                 3.012
## 372                   0.0382897260     0.24159999                 3.600
## 383                   0.0338266380     0.29737000                 6.243
## 395                   0.0326994840     0.27717000                 2.315
## 422                   0.0221145530     0.22990000                -2.723
## 454                   0.0137461300     0.15301000                 5.574
## 461                   0.0424657540     0.25078000                 4.109
## 479                   0.0040683480     0.14292000                -7.473
## 500                   0.0193361270     0.07844999                -0.859
## 504                   0.0208096860     0.33558000                 0.541
## 511                   0.0487804900     0.14997000                 6.759
## 519                   0.0051282050     0.14583000                 6.176
## 534                   0.0396118000     0.05621000                 2.349
## 546                   0.0000000000     0.00000000                    NA
## 547                   0.0000000000     0.00000000                    NA
## 568                   0.0295574830     0.27830000                 2.610
## 620                   0.0339123640     0.18556000                 0.969
## 652                   0.0327833030     0.20391001                 3.554
## 657                   0.0000000000     0.31184998                13.132
## 674                   0.0835919700     0.23239000                10.148
## 711                   0.0088220555     0.27137000                 5.352
## 716                   0.0334972180     0.25526000                 7.155
## 719                   0.0239515000     0.19684000                 0.464
## 731                   0.0308223930     0.38208000                 8.408
## 749                   0.0141963430     0.15426000                 1.293
## 757                   0.0419030970     0.26551000                    NA
## 760                   0.0058212060     0.25240000                -0.506
## 770                   0.0848896400     0.21394000                11.582
## 774                   0.0000000000     0.12958000                 6.235
## 785                   0.0295922050     0.30087000                 9.605
## 793                   0.0199365650     0.43912998                 2.976
## 824                   0.0000000000    -0.04836000                 3.928
## 839                   0.0920421800     0.75930000                55.240
## 840                   0.0309660060     0.15042000                -2.805
## 844                   0.0168812890     0.12292000                 1.815
## 848                   0.0201207230     0.34226000                 1.969
## 850                   0.0341342900     0.16473000                 4.249
## 872                   0.0863254400     0.26488000                25.981
## 884                   0.0031389394     0.28683000                16.350
## 893                   0.0493007820    -0.12739000                 5.253
## 899                   0.0425207170     0.21079001                 3.348
## 938                   0.0000000000     0.00000000                    NA
## 940                   0.0308186190     0.10363000                -1.699
## 948                   0.0052228416     0.12051000                 1.703
## 960                   0.0337339230     0.33514000                 4.513
## 962                   0.0254037380     0.23956000                 1.687
## 967                   0.0170276840     0.26033002                 4.214
## 974                   0.0005777007     0.21395001                 1.706
## 980                   0.0157101940     0.28308000                 3.942
## 987                   0.2031963300     0.27125000                -3.360
## 996                   0.0346723050     0.22166000                 3.290
##     Enterprise.to.EBITDA Recommendation.Mean Recommendation.Key
## 23                    NA                 2.2                buy
## 24                    NA                 2.0                buy
## 39                    NA                 2.5                buy
## 52                    NA                 2.5                buy
## 59                    NA                 2.2                buy
## 65                    NA                 2.2                buy
## 73                    NA                 2.1                buy
## 114                   NA                 2.2                buy
## 115                   NA                 3.0               hold
## 131                   NA                 2.5                buy
## 135                   NA                 2.1                buy
## 137                   NA                 2.7               hold
## 145                   NA                 3.1               hold
## 165                   NA                 2.5                buy
## 169                   NA                 2.7               hold
## 191                   NA                 2.3                buy
## 210                   NA                 2.1                buy
## 211                   NA                 2.3                buy
## 230                   NA                 2.8               hold
## 233                   NA                 2.6               hold
## 235                   NA                 2.9               hold
## 257                   NA                 3.3               hold
## 286                   NA                 2.6               hold
## 312                   NA                 1.6                buy
## 348                   NA                 2.4                buy
## 349                   NA                 2.1                buy
## 368                   NA                 2.2                buy
## 370                   NA                 2.1                buy
## 371                   NA                 3.5               hold
## 372                   NA                 2.1                buy
## 383                   NA                 1.9                buy
## 395                   NA                 2.9               hold
## 422                   NA                 2.1                buy
## 454                   NA                 3.1               hold
## 461                   NA                 2.3                buy
## 479                   NA                 1.7                buy
## 500                   NA                 2.2                buy
## 504                   NA                 2.1                buy
## 511                   NA                 2.2                buy
## 519                   NA                 1.8                buy
## 534                   NA                 2.3                buy
## 546                   NA                 2.0                buy
## 547                   NA                 2.0                buy
## 568                   NA                 2.3                buy
## 620                   NA                 2.7               hold
## 652                   NA                 2.9               hold
## 657                   NA                 2.4                buy
## 674                   NA                 2.0                buy
## 711                   NA                 2.2                buy
## 716                   NA                 2.2                buy
## 719                   NA                 2.1                buy
## 731                   NA                 2.0                buy
## 749                   NA                 2.5                buy
## 757                   NA                 2.5                buy
## 760                   NA                 2.3                buy
## 770                   NA                 1.7                buy
## 774                   NA                 2.4                buy
## 785                   NA                 2.0                buy
## 793                   NA                 1.8                buy
## 824                   NA                 2.9               hold
## 839                   NA                 2.1                buy
## 840                   NA                 2.7               hold
## 844                   NA                 2.6               hold
## 848                   NA                 2.3                buy
## 850                   NA                 2.2                buy
## 872                   NA                 3.0               hold
## 884                   NA                 2.1                buy
## 893                   NA                 2.4                buy
## 899                   NA                 2.4                buy
## 938                   NA                 1.5         strong_buy
## 940                   NA                 2.2                buy
## 948                   NA                 2.4                buy
## 960                   NA                 1.9                buy
## 962                   NA                 2.4                buy
## 967                   NA                 1.8                buy
## 974                   NA                 3.0               hold
## 980                   NA                 1.7                buy
## 987                   NA                 2.2                buy
## 996                   NA                 3.0               hold
##     Total.Cash.Per.Share EBITDA   Total.Debt Quick.Ratio Current.Ratio
## 23                18.305     NA  57081999360       0.203         0.222
## 24                 4.077     NA  19679062016       0.315         0.550
## 39                24.213     NA  19218999296          NA            NA
## 52                73.997     NA  53184999424       1.654         1.657
## 59                78.777     NA   3992999936       2.145         2.996
## 65                 1.015     NA  80445726720       0.345         0.364
## 73                50.885     NA  30720999424       1.709         1.761
## 114              109.650     NA 761600016384          NA            NA
## 115               22.640     NA    870758976          NA            NA
## 131                3.570     NA  12690731008       0.946         1.015
## 135              232.124     NA  66696998912          NA            NA
## 137              101.579     NA   7760961024          NA            NA
## 145               99.579     NA   9116999680       1.324         1.541
## 165              122.654     NA  51858001920          NA            NA
## 169                5.522     NA  10542000128       1.758         1.830
## 191               27.713     NA  62220001280       0.435         0.435
## 210              408.761     NA 674251997184          NA            NA
## 211               28.323     NA  14631000064          NA            NA
## 230               10.395     NA   4951452160          NA            NA
## 233               39.527     NA   9141999616          NA            NA
## 235               24.449     NA   2592297984          NA            NA
## 257                0.685     NA   5946599936      10.402        11.100
## 286               43.282     NA  19146999808       1.111         1.111
## 312               35.986     NA   4129740032          NA            NA
## 348               16.476     NA    835182976       1.879         2.498
## 349               93.221     NA   3385999872       0.297         0.399
## 368               10.090     NA  23747999744          NA            NA
## 370             1877.717     NA  39653998592          NA            NA
## 371                8.817     NA    510139008          NA            NA
## 372                8.951     NA   6497999872          NA            NA
## 383                5.573     NA   6264600064          NA            NA
## 395              114.346     NA   4477464064          NA            NA
## 422             3043.794     NA 701744021504       1.463         1.590
## 454                6.467     NA    435200000       1.322         1.323
## 461                9.200     NA  17418999808          NA            NA
## 479              714.848     NA  16120000512       1.117         1.117
## 500              236.566     NA  30736302080       1.458         1.474
## 504              512.282     NA 918753968128          NA            NA
## 511                2.935     NA  23395999744          NA            NA
## 519               45.870     NA  50715361280       1.708         1.773
## 534                9.454     NA   2649046016       2.181         2.509
## 546                3.250     NA   1418000000       3.813         3.813
## 547                3.250     NA   1418000000       3.813         3.813
## 568              161.329     NA  17123999744          NA            NA
## 620              326.766     NA 407455006720       1.705         2.069
## 652               49.333     NA  17676599296          NA            NA
## 657                1.849     NA   2406620928       0.722         0.921
## 674                5.569     NA  20671000576          NA            NA
## 711               33.926     NA   2868670976          NA            NA
## 716               22.181     NA  75096997888          NA            NA
## 719              100.430     NA   1196300032          NA            NA
## 731               15.855     NA   4170665984          NA            NA
## 749               72.107     NA   5137999872       2.131         2.145
## 757                   NA     NA           NA          NA            NA
## 760              538.664     NA   1967091968       1.145         1.345
## 770                2.640     NA  30471806976       0.853         2.244
## 774               12.801     NA   5196000256       0.485         1.119
## 785                4.024     NA   7602018816       9.346         9.355
## 793               24.478     NA   5403127808       1.252         1.260
## 824                2.205     NA   3208206080       0.501         1.194
## 839                1.041     NA  18457081856       7.286         8.584
## 840              387.680     NA  53078999040          NA            NA
## 844               45.584     NA   2775991040       0.849         0.864
## 848               47.143     NA  15637000192          NA            NA
## 850               16.302     NA   2660832000          NA            NA
## 872                2.015     NA   4846239744          NA            NA
## 884                8.058     NA     28105000       3.753         3.854
## 893               37.240     NA  61454000128          NA            NA
## 899               43.923     NA  74100998144          NA            NA
## 938                8.504     NA      1100000      37.551        37.689
## 940              123.383     NA   4717732864       1.124         1.124
## 948                7.363     NA   3068998912       0.243         0.413
## 960                8.958     NA   4201807104          NA            NA
## 962              114.388     NA 318618992640          NA            NA
## 967               39.611     NA   6677000192          NA            NA
## 974              552.520     NA    530200000       1.237         1.675
## 980               52.448     NA   4652226048          NA            NA
## 987              367.614     NA 134323093504       1.371         1.406
## 996               30.021     NA   6768999936          NA            NA
##     Total.Revenue Debt.to.Equity Revenue.Per.Share Return.on.Assets
## 23      514000000        659.755             0.751      0.005920000
## 24     2706529024        269.309            24.350      0.028460000
## 39     6776999936             NA            22.194      0.004230000
## 52    58106998784        180.044            80.314      0.038039997
## 59    16961000448         79.972           164.271      0.021600000
## 65     -366072000        714.254            -0.734     -0.005510000
## 73    25956999168        108.119            44.412      0.022790000
## 114   94756003840             NA            11.891      0.007680000
## 115    1424801024             NA            12.555      0.020769998
## 131    9857024000         67.958            13.642      0.087000000
## 135   17592999936             NA            23.079      0.007990000
## 137    1982604032             NA            30.704      0.009320000
## 145    4008999936        216.762            63.020     -0.002850000
## 165   26047000576             NA            68.115      0.009230000
## 169    2776300032        183.998             7.709     -0.014249999
## 191   18397999104        141.560            10.087      0.010120000
## 210   69750996992             NA            36.461      0.003500000
## 211    7228000256             NA            15.620      0.006070000
## 230    1849281024             NA             8.877      0.008970000
## 233    3246000128             NA            24.498      0.007370000
## 235    1584230016             NA            12.259      0.015490000
## 257     815200000        382.443            64.609      0.023490000
## 286   11141000192        119.170            44.386      0.020140000
## 312    2359796992             NA            16.842      0.015600000
## 348    2624425984         48.346            68.781      0.102290004
## 349   15936499712         23.875           371.480      0.035130000
## 368    8125000192             NA            11.856      0.011000000
## 370    9436000256             NA           649.364      0.012600000
## 371     802872000             NA             6.287      0.009150000
## 372    2947000064             NA             5.318      0.008750000
## 383    1483000064             NA             4.105      0.009540000
## 395    1946054016             NA            30.335      0.011070000
## 422   48895000576        585.382           145.999      0.006970001
## 454    2011965952         23.788            31.124      0.108980000
## 461    6711000064             NA             4.632      0.008860000
## 479    4765000192        106.164            44.522      0.024220000
## 500    5773962752        308.827            25.990      0.007590000
## 504  160995000320             NA            55.323      0.013490000
## 511    5741000192             NA             6.178      0.004490000
## 519   26611058688         86.649            30.242      0.019050000
## 534    2781690112        445.127            30.585      0.037360000
## 546            NA             NA                NA     -0.007520000
## 547            NA             NA                NA     -0.007520000
## 568    8472999936             NA            50.943      0.011320000
## 620   56116998144        401.015            34.931      0.008880001
## 652    7609600000             NA            37.070      0.009900000
## 657    4906123776         34.760             1.029      0.039030000
## 674    2512999936        655.598            20.949      0.024030002
## 711    1491270016             NA            19.564      0.008410000
## 716   20398999552             NA            50.934      0.009459999
## 719    2602500096             NA            36.215      0.007130000
## 731    1124654976             NA            11.935      0.010790000
## 749   12316999680         45.916            59.223      0.024010000
## 757    6591000064             NA             7.114      0.011300000
## 760   10562207744         11.912           206.539      0.045950000
## 770    3135410944        410.637             6.476      0.017920000
## 774    2238000128         72.957             2.545      0.008290000
## 785    2237626112         77.955             4.989      0.034510000
## 793    1684523008        236.643             7.584      0.026199998
## 824    2343481088         54.363             2.370     -0.003890000
## 839     461763008        264.664             1.482      0.005440000
## 840   12005999616             NA            39.316      0.005820000
## 844    4551923200         51.424            43.522      0.014900000
## 848    8776999936             NA            21.265      0.026210000
## 850    1687133056             NA            11.545      0.004580000
## 872     305488000             NA             1.099      0.004810000
## 884    1510702976          0.453             7.115      0.071890004
## 893   14232000512             NA            10.660     -0.011910000
## 899   25105999872             NA            16.125      0.007820000
## 938            NA          0.119                NA     -0.115650000
## 940    1832109952        330.183            20.318      0.026630001
## 948   12822824960         39.412            31.861      0.035330000
## 960    2416340992             NA            14.178      0.010729999
## 962   78234001408             NA            21.920      0.009840000
## 967    2825299968             NA            26.040      0.009890000
## 974    2299099904         10.882           909.742      0.045330000
## 980    2216164096             NA            36.069      0.011000000
## 987   15762344960        672.888            28.825      0.016190000
## 996    2955000064             NA            20.043      0.007490000
##     Return.on.Equity Revenue.Growth Gross.Margins EBITDA.Margins
## 23        0.05021000             NA       1.00000              0
## 24        0.07971000         -0.008       0.59367              0
## 39        0.06018000         -0.071       0.00000              0
## 52        0.34977000          0.087       0.55833              0
## 59        0.67629000          0.096       0.58340              0
## 65       -0.04354000         -0.766       0.00000              0
## 73        0.31320000         -0.564       0.37181              0
## 114       0.08495000         -0.008       0.00000              0
## 115       0.13739000          0.077       0.00000              0
## 131       0.18929000         -0.026       0.94648              0
## 135       0.08343001          0.022       0.00000              0
## 137       0.09197000          0.065       0.00000              0
## 145      -0.19438000          4.405      -0.36692              0
## 165       0.07771000         -0.142       0.00000              0
## 169      -0.05030000          1.694       0.58160              0
## 191       0.11995000          0.007       0.96695              0
## 210       0.04037000          0.006       0.00000              0
## 211       0.05669000         -0.071       0.00000              0
## 230       0.09661000         -0.133       0.00000              0
## 233       0.10684000         -0.075       0.00000              0
## 235       0.16806999          0.046       0.00000              0
## 257       0.11000000         -0.313       0.91364              0
## 286       0.19443001          0.476       0.94175              0
## 312       0.16086000          0.038       0.00000              0
## 348       0.19548000          0.380       0.93818              0
## 349       0.23433000          0.164       0.17654              0
## 368       0.12485000         -0.010       0.00000              0
## 370       0.12798001         -0.020       0.00000              0
## 371       0.09037000          0.003       0.00000              0
## 372       0.08172000          0.007       0.00000              0
## 383       0.07407000         -0.018       0.00000              0
## 395       0.15296000          0.028       0.00000              0
## 422       0.09490000          0.211       0.83638              0
## 454       0.17875000          0.235       0.93509              0
## 461       0.08875000         -0.025       0.00000              0
## 479       0.22377001          0.185       0.90430              0
## 500       0.04496000          0.596       0.76942              0
## 504       0.16545000          0.317       0.00000              0
## 511       0.06000000         -0.004       0.00000              0
## 519       0.10172000          0.121       0.52533              0
## 534       0.31160998          0.061       0.89425              0
## 546               NA             NA       0.00000              0
## 547               NA             NA       0.00000              0
## 568       0.08696999         -0.122       0.00000              0
## 620       0.10401000          0.124       0.86533              0
## 652       0.12776000          0.527       0.00000              0
## 657       0.24347000          0.764       1.00000              0
## 674       0.18805000         -0.079       0.92240              0
## 711       0.06734000         -0.265       0.00000              0
## 716       0.10338000          0.006       0.00000              0
## 719       0.10310000          0.050       0.00000              0
## 731       0.06030000          0.148       0.00000              0
## 749       0.17999001          0.123       0.93416              0
## 757       0.10336001          0.156       0.00000              0
## 760       0.25358000          0.520       0.37396              0
## 770       0.09305999         -0.024       1.00000              0
## 774       0.04053000          0.403       0.85836              0
## 785       0.10526000         -0.002       0.55459              0
## 793       0.36176000         -0.031       1.00000              0
## 824      -0.01974000          0.209       0.82421              0
## 839       0.05274000          2.378       0.90244              0
## 840       0.07377000          0.017       0.00000              0
## 844       0.10418000          0.165       0.94529              0
## 848       0.20775000          0.058       0.00000              0
## 850       0.05573000         -0.471       0.00000              0
## 872       0.04258000          0.019       0.00000              0
## 884       0.08305000          0.304       0.94256              0
## 893      -0.10037000             NA       0.00000              0
## 899       0.09644000         -0.008       0.00000              0
## 938      -0.14803000             NA       0.00000              0
## 940       0.24402000          0.423       0.53112              0
## 948       0.21045000          0.106       0.43565              0
## 960       0.09478000         -0.134       0.00000              0
## 962       0.10429000          0.034       0.00000              0
## 967       0.12239000          0.135       0.00000              0
## 974       0.12383001          0.045       0.51485              0
## 980       0.11861000          0.037       0.00000              0
## 987       0.22253999          0.182       0.69894              0
## 996       0.11585000          0.050       0.00000              0
##     Earnings.Per.Share Price.to.Earnings
## 23                0.38         27.552632
## 24                4.66          9.673820
## 39                2.32         14.732759
## 52               13.39         19.881254
## 59               29.24         15.847469
## 65               -1.34        -15.350746
## 73                9.25         13.527567
## 114               2.85         13.842106
## 115               6.02          6.931894
## 131               2.62         60.133589
## 135               4.20         17.100000
## 137               7.15         14.593006
## 145             -15.79         -2.755541
## 165              10.62         13.874765
## 169              -1.11        -39.045045
## 191               2.40         26.908334
## 210               3.62         16.953038
## 211               2.65         15.381131
## 230               2.30         11.339130
## 233               4.51         13.405765
## 235               3.69         16.457994
## 257              14.05         31.859074
## 286              11.33         12.045013
## 312               7.80         10.425641
## 348               7.23         35.733058
## 349              68.01          5.633584
## 368               3.14         13.636943
## 370             181.81         10.213739
## 371               1.74         13.178161
## 372               1.21         12.628099
## 383               1.19         11.680672
## 395               8.20         13.719512
## 422              31.18         15.972418
## 454               4.51         35.915742
## 461               1.06         13.688679
## 479               6.32         21.536393
## 500               1.84         33.956521
## 504              17.94         11.794314
## 511               0.76         21.868422
## 519               4.22         31.372038
## 534               1.62         31.499999
## 546              -1.54        -29.753247
## 547              -1.54        -30.396105
## 568              13.49         12.957005
## 620               6.08         16.871711
## 652               7.29         12.539095
## 657               0.31         47.741936
## 674               4.86          9.446502
## 711               5.05         19.388120
## 716              11.93         15.475272
## 719               7.10         14.123943
## 731               4.55         15.679120
## 749               8.87         13.997746
## 757               1.78         12.876405
## 760              51.90          5.060501
## 770               1.19          9.924370
## 774               0.31         73.451614
## 785               1.50         18.473333
## 793               3.24          6.645062
## 824              -0.22        -35.590909
## 839               1.10         19.018182
## 840               5.42         16.404060
## 844               4.72         19.667373
## 848               7.16          6.733240
## 850               1.63         26.822087
## 872               0.28         46.857142
## 884               2.02         60.356435
## 893              -5.10         -8.231372
## 899               3.15         14.488889
## 938              -0.93        -66.591398
## 940               1.99         15.733668
## 948               3.80         14.907895
## 960               4.60         10.086957
## 962               4.88         11.098361
## 967               6.64         12.778614
## 974             191.96          8.928683
## 980               9.61         11.202914
## 987               1.40         12.949999
## 996               4.15         11.332530
#with further research, we can assume that those are true NA values, moreover it does not make sense to apply mice as each company is significantly different from one another and have different operating strategies. Thus, we will drop those values

adj_financial_info <- financial_information_no_trail_pe[!is.na(financial_information_no_trail_pe$EBITDA), ]
#Let us look at Debt to Equity and Return on Equity
adj_financial_info[is.na(adj_financial_info$Debt.to.Equity),]
##     Ticker                           longName Stock.Price
## 40    ALNY      Alnylam Pharmaceuticals, Inc.      271.00
## 43      MO                 Altria Group, Inc.       51.19
## 50     AAL       American Airlines Group Inc.       11.04
## 100    AZO                     AutoZone, Inc.     3043.97
## 105    CAR            Avis Budget Group, Inc.       87.16
## 116   BBWI            Bath & Body Works, Inc.       30.07
## 119   BRBR              BellRing Brands, Inc.       60.72
## 136     BA                 The Boeing Company      155.81
## 138   BKNG              Booking Holdings Inc.     4177.56
## 167    CAH              Cardinal Health, Inc.      110.19
## 199    CHH  Choice Hotels International, Inc.      133.72
## 278   DELL             Dell Technologies Inc.      117.31
## 292    DPZ               Domino's Pizza, Inc.      426.54
## 300    DBX                      Dropbox, Inc.       24.93
## 346   ETSY                         Etsy, Inc.       55.02
## 361   FICO             Fair Isaac Corporation     1916.90
## 364    FDX                  FedEx Corporation      267.13
## 435    HCP                    HashiCorp, Inc.       33.83
## 448    HLT     Hilton Worldwide Holdings Inc.      228.47
## 457    HPQ                            HP Inc.       35.84
## 485   INTU                        Intuit Inc.      638.20
## 518    KEX                  Kirby Corporation      124.81
## 561    LOW             Lowe's Companies, Inc.      266.04
## 571   MSGS Madison Square Garden Sports Corp.      206.72
## 579    MAR       Marriott International, Inc.      247.38
## 589   MTCH                  Match Group, Inc.       37.32
## 592    MCD             McDonald's Corporation      300.27
## 593    MCK               McKesson Corporation      480.49
## 601    MTD  Mettler-Toledo International Inc.     1442.66
## 627   MSCI                          MSCI Inc.      560.75
## 638    NYT         The New York Times Company       55.08
## 659   NTNX                      Nutanix, Inc.       60.64
## 663   ORLY          O'Reilly Automotive, Inc.     1129.22
## 680   OTIS         Otis Worldwide Corporation       98.93
## 693   PAYC              Paycom Software, Inc.      173.72
## 708     PM   Philip Morris International Inc.      121.21
## 714   PLNT               Planet Fitness, Inc.       83.52
## 715   PLTK             Playtika Holding Corp.        7.82
## 767     RH                                 RH      344.60
## 768    RNG                  RingCentral, Inc.       30.62
## 795   SBAC     SBA Communications Corporation      241.98
## 799    SMG     The Scotts Miracle-Gro Company       81.21
## 815   SIRI            Sirius XM Holdings Inc.       24.10
## 833    SPR  Spirit AeroSystems Holdings, Inc.       33.22
## 838   SBUX              Starbucks Corporation       94.45
## 886    TDG       TransDigm Group Incorporated     1420.90
## 888    TNL               Travel + Leisure Co.       45.91
## 925    VVV                     Valvoline Inc.       41.64
## 929   VRSN                     VeriSign, Inc.      183.88
## 958      W                       Wayfair Inc.       54.03
## 968    WDC        Western Digital Corporation       66.46
## 979   WING                      Wingstop Inc.      426.86
## 985   WYNN              Wynn Resorts, Limited       84.16
## 991    YUM                  Yum! Brands, Inc.      133.80
##                             Industry                 Sector Full.Time.Employees
## 40                     Biotechnology             Healthcare                2100
## 43                           Tobacco     Consumer Defensive                6400
## 50                          Airlines            Industrials              137400
## 100                 Specialty Retail      Consumer Cyclical               71400
## 105        Rental & Leasing Services            Industrials               18000
## 116                 Specialty Retail      Consumer Cyclical                8981
## 119                   Packaged Foods     Consumer Defensive                 420
## 136              Aerospace & Defense            Industrials              171000
## 138                  Travel Services      Consumer Cyclical               24150
## 167             Medical Distribution             Healthcare               47922
## 199                          Lodging      Consumer Cyclical                1836
## 278                Computer Hardware             Technology              120000
## 292                      Restaurants      Consumer Cyclical                6500
## 300        Software - Infrastructure             Technology                2693
## 346                  Internet Retail      Consumer Cyclical                2420
## 361           Software - Application             Technology                3588
## 364   Integrated Freight & Logistics            Industrials              306000
## 435        Software - Infrastructure             Technology                2200
## 448                          Lodging      Consumer Cyclical              178000
## 457                Computer Hardware             Technology               58000
## 485           Software - Application             Technology               18800
## 518                  Marine Shipping            Industrials                5450
## 561          Home Improvement Retail      Consumer Cyclical              300000
## 571                    Entertainment Communication Services                 533
## 579                          Lodging      Consumer Cyclical              411000
## 589   Internet Content & Information Communication Services                2600
## 592                      Restaurants      Consumer Cyclical              100000
## 593             Medical Distribution             Healthcare               45000
## 601           Diagnostics & Research             Healthcare               16000
## 627 Financial Data & Stock Exchanges     Financial Services                6059
## 638                       Publishing Communication Services                5900
## 659        Software - Infrastructure             Technology                7150
## 663                 Specialty Retail      Consumer Cyclical               91874
## 680   Specialty Industrial Machinery            Industrials               71000
## 693           Software - Application             Technology                7308
## 708                          Tobacco     Consumer Defensive               82700
## 714                          Leisure      Consumer Cyclical                3797
## 715   Electronic Gaming & Multimedia Communication Services                3600
## 767                 Specialty Retail      Consumer Cyclical                5330
## 768           Software - Application             Technology                4084
## 795                 REIT - Specialty            Real Estate                1787
## 799              Agricultural Inputs        Basic Materials                5500
## 815                    Entertainment Communication Services                5680
## 833              Aerospace & Defense            Industrials               20655
## 838                      Restaurants      Consumer Cyclical              381000
## 886              Aerospace & Defense            Industrials               15500
## 888                  Travel Services      Consumer Cyclical               19000
## 925         Auto & Truck Dealerships      Consumer Cyclical                9600
## 929        Software - Infrastructure             Technology                 907
## 958                  Internet Retail      Consumer Cyclical               12800
## 968                Computer Hardware             Technology               51000
## 979                      Restaurants      Consumer Cyclical                 271
## 985                Resorts & Casinos      Consumer Cyclical               27800
## 991                      Restaurants      Consumer Cyclical               35000
##     Dividend.Rate Dividend.Yield Payout.Ratio X5.Year.Avg.Dividend.Yield  Beta
## 40           0.00         0.0000       0.0000                       0.00 0.380
## 43           4.08         0.0797       0.6759                       8.00 0.687
## 50           0.00         0.0000       0.0000                       1.27 1.433
## 100          0.00         0.0000       0.0000                       0.00 0.709
## 105          0.00         0.0000       0.0000                       0.00 2.129
## 116          0.80         0.0266       0.1942                       5.47 1.753
## 119          0.00         0.0000       0.0000                       0.00 0.903
## 136          0.00         0.0000       0.0000                       2.48 1.575
## 138         35.00         0.0084       0.1228                       0.00 1.400
## 167          2.02         0.0184       0.5819                       3.09 0.616
## 199          1.15         0.0086       0.2386                       1.10 1.255
## 278          1.78         0.0152       0.3002                       0.00 0.959
## 292          6.04         0.0142       0.3348                       1.00 0.858
## 300          0.00         0.0000       0.0000                       0.00 0.608
## 346          0.00         0.0000       0.0000                       0.00 1.974
## 361          0.00         0.0000       0.0000                       0.09 1.348
## 364          5.52         0.0207       0.3187                       1.61 1.185
## 435          0.00         0.0000       0.0000                       0.00 1.251
## 448          0.60         0.0026       0.1268                       0.80 1.310
## 457          1.10         0.0308       0.3822                       3.21 1.083
## 485          4.16         0.0065       0.3452                       0.61 1.243
## 518          0.00         0.0000       0.0000                       0.00 1.168
## 561          4.60         0.0173       0.3675                       1.69 1.090
## 571          0.00         0.0000       0.0000                       0.00 0.685
## 579          2.52         0.0102       0.2192                       1.29 1.591
## 589          0.00         0.0000       0.0000                       1.52 1.486
## 592          6.68         0.0222       0.5718                       2.25 0.724
## 593          2.84         0.0059       0.1109                       0.75 0.441
## 601          0.00         0.0000       0.0000                       0.00 1.139
## 627          6.40         0.0114       0.3992                       0.88 1.111
## 638          0.52         0.0094       0.2840                       0.76 1.024
## 659          0.00         0.0000       0.0000                       0.00 1.187
## 663          0.00         0.0000       0.0000                       0.00 0.924
## 680          1.56         0.0162       0.3939                       0.00 0.930
## 693          1.50         0.0086       0.1812                       0.00 1.176
## 708          5.40         0.0446       0.9204                       5.42 0.578
## 714          0.00         0.0000       0.0000                       0.00 1.496
## 715          0.40         0.0512       0.3448                       0.00 0.844
## 767          0.00         0.0000       0.0000                       0.00 2.413
## 768          0.00         0.0000       0.0000                       0.00 1.033
## 795          3.92         0.0162       0.7705                       0.91 0.664
## 799          2.64         0.0325       0.3626                       2.85 1.732
## 815          1.06         0.0416       0.3152                       1.50 1.089
## 833          0.00         0.0000       0.0000                       0.40 1.856
## 838          2.28         0.0241       0.6275                       2.02 0.960
## 886          0.00         0.0000       0.0000                       0.00 1.410
## 888          2.00         0.0436       0.3448                       3.96 1.638
## 925          0.00         0.0000       0.0000                       1.68 1.457
## 929          0.00         0.0000       0.0000                       0.00 0.903
## 958          0.00         0.0000       0.0000                       0.00 3.409
## 968          0.00         0.0000       0.0000                       3.23 1.380
## 979          1.08         0.0025       0.2750                       0.41 1.686
## 985          1.00         0.0119       0.1289                       2.28 1.799
## 991          2.68         0.0200       0.4670                       1.79 1.081
##     Forward.P.E   Volume Regular.Market.Volume Average.Volume
## 40  -193.571430   462366                462366         995936
## 43     9.658490  7708124               7708124        8347000
## 50     5.935484 28894024              28894024       36008038
## 100   18.737888   311554                311554         120265
## 105    7.227197   409651                409651         619098
## 116    8.446630  3104906               3104906        4448680
## 119   28.914288   728661                728661        1445569
## 136   42.687668  6747117               6747117        6842711
## 138   20.955906   194565                194565         252722
## 167   13.055688  2383650               2383650        1930600
## 199   20.047976   248377                248377         424373
## 278   12.506396  6827139               6827139       12186131
## 292   24.030422   543251                543251         715706
## 300   10.518988  2956145               2956145        3149807
## 346   20.007273  2755341               2755341        4019785
## 361   65.467896   133204                133204         162226
## 364   11.654887  3582404               3582404        1950325
## 435   96.657150  1539855               1539855        2498819
## 448   28.136700   975614                975614        1646668
## 457    9.927979  4399236               4399236        7566861
## 485   28.696045  1378695               1378695        1292026
## 518   18.220438   338716                338716         495928
## 561   20.948032  3236235               3236235        2545244
## 571   82.031746    78877                 78877         105901
## 579   23.315740  1123971               1123971        1662685
## 589   15.421487  3452540               3452540        5322044
## 592   23.532131  2320093               2320093        3578085
## 593   13.466647  3104668               3104668         967738
## 601   32.654144   124227                124227         118839
## 627   33.437687   423481                423481         491401
## 638   26.737865   714668                714668         987387
## 659   32.602150  1708114               1708114        2538311
## 663   24.591028   397212                397212         363423
## 680   23.332548  3809272               3809272        2218369
## 693   19.696146   525047                525047         801703
## 708   17.217329  3443077               3443077        5205328
## 714   29.408451   808894                808894        1392944
## 715   10.567568   677693                677693         843458
## 767   27.767930   377899                377899         785369
## 768    7.360578  1033696               1033696        1318249
## 795   26.827050   635535                635535         870307
## 799   21.656000  1241618               1241618         832920
## 815    7.438271  8131405               8131405        4442361
## 833   30.200000  1632897               1632897        2915280
## 838   23.851010  8536837               8536837       14726822
## 886   35.109960   300399                300399         235255
## 888    7.241325   669472                669472         661857
## 925   22.879120  1092943               1092943        1322539
## 929   21.208767   469835                469835         692646
## 958   35.781456  3749924               3749924        4241773
## 968    7.639081  6647972               6647972        5763547
## 979   92.393936   300999                300999         415284
## 985   15.701493  4754617               4754617        2252096
## 991   21.271860  2696988               2696988        1999968
##     Average.Volume..10.days.   Market.Cap X52.Week.Low X52.Week.High
## 40                    609160  34791251968      141.980       287.550
## 43                  10454400  87341400064       39.070        54.950
## 50                  48255250   7250012160        9.070        16.150
## 100                   168640  51522236416     2375.350      3256.370
## 105                   673120   3108483072       65.730       204.770
## 116                  5454430   6588697600       26.210        52.990
## 119                   844740   7847574528       39.900        62.756
## 136                  9958010  96013697024      151.650       267.540
## 138                   229390 140050186240     2733.040      4182.790
## 167                  1902090  26661793792       85.820       116.050
## 199                   326600   6313496064      108.910       134.440
## 278                 15666030  82351153152       63.900       179.700
## 292                   636710  14917469184      330.050       542.750
## 300                  3082330   7897899008       20.680        33.430
## 346                  7233030   6313655296       50.630        89.580
## 361                   144850  46999515136      811.990      1962.830
## 364                  3630190  65266008064      224.690       313.840
## 435                  2522310   6863904256       18.910        34.065
## 448                  1716530  56301178880      146.350       229.030
## 457                 10373800  34528542720       25.220        39.520
## 485                  1365930 178882363392      473.560       676.620
## 518                   516670   7226499072       72.110       130.900
## 561                  2301970 150922903552      181.850       268.090
## 571                    91590   4951377920      164.790       213.260
## 579                  1490590  69643165696      180.750       260.570
## 589                  4717840   9624641536       27.655        42.425
## 592                  2773870 215396564992      243.530       302.390
## 593                  1240190  62308499456      431.350       637.510
## 601                    88580  30612090880      928.500      1546.930
## 627                   455000  44075118592      439.950       617.390
## 638                   917600   9045788672       39.730        56.490
## 659                  2111200  16082637824       33.780        73.690
## 663                   400620  65501196288      860.100      1169.110
## 680                  2754110  39626907648       73.320       100.840
## 693                   738280   9977156608      139.500       279.960
## 708                  7039300 188457304064       87.230       128.220
## 714                  1081310   7113147392       44.950        85.082
## 715                  1036080   2908867840        6.250         9.870
## 767                  1462480   6369138688      207.260       354.860
## 768                  1489190   2811528448       25.080        38.350
## 795                   753800  26006073344      183.640       258.760
## 799                   819880   4614441472       43.670        82.110
## 815                  9916040   9279368192       22.730        57.800
## 833                  1416130   3874116608       15.380        37.080
## 838                 11348120 107030732800       71.550       107.660
## 886                   180950  79728689152      802.460      1423.020
## 888                   887400   3208420352       32.100        49.910
## 925                  1098200   5365980160       29.150        48.265
## 929                   744570  17946687488      167.050       220.910
## 958                  4752940   6670813696       38.020        76.175
## 968                  4737700  22825820160       35.620        81.550
## 979                   362750  12508875776      170.830       433.860
## 985                  2238280   9341086720       71.630       110.380
## 991                  2234460  37619875840      115.530       143.200
##     Price.Sales..TTM. Trailing.Annual.Dividend.Rate
## 40         14.8401140                         0.000
## 43          4.3035920                         3.920
## 50          0.1356461                         0.000
## 100         2.8662467                         0.000
## 105         0.2606257                         0.000
## 116         0.8922938                         0.800
## 119         4.1022344                         0.000
## 136         1.3052965                         0.000
## 138         6.2525196                        17.500
## 167         0.1175424                         2.007
## 199         8.1786860                         1.150
## 278         0.8966905                         1.630
## 292         3.2339883                         5.440
## 300         3.1170175                         0.000
## 346         2.2773380                         0.000
## 361        28.4251210                         0.000
## 364         0.7451223                         5.280
## 435        10.9363140                         0.000
## 448        12.1811285                         0.600
## 457         0.6475599                         1.089
## 485        10.9844870                         3.600
## 518         2.2608528                         0.000
## 561         1.7962093                         4.450
## 571         4.8205060                         0.000
## 579        10.7656765                         2.190
## 589         2.7724407                         0.000
## 592         8.3624140                         6.530
## 593         0.1985922                         2.480
## 601         8.1628910                         0.000
## 627        16.3032320                         5.960
## 638         3.6666090                         0.480
## 659         7.4844190                         0.000
## 663         4.0224670                         0.000
## 680         2.7943661                         1.410
## 693         5.6105310                         1.500
## 708         5.1704380                         5.200
## 714         6.8627730                         0.000
## 715         1.1424350                         0.200
## 767         2.0909160                         0.000
## 768         1.2189307                         0.000
## 795         9.7186010                         3.660
## 799         1.3137200                         2.640
## 815         1.0427427                         1.040
## 833         0.6009644                         0.000
## 838         2.9342864                         2.280
## 886        10.4823410                         0.000
## 888         0.8396808                         1.900
## 925         3.4102192                         0.000
## 929        11.7444460                         0.000
## 958         0.5603842                         0.000
## 968         1.7554272                         0.000
## 979        22.9247650                         0.880
## 985         1.3141215                         1.000
## 991         5.2948456                         1.275
##     Trailing.Annual.Dividend.Yield Profit.Margins Enterprise.to.Revenue
## 40                     0.000000000   -0.031110000                14.876
## 43                     0.076832615    0.500520000                 5.450
## 50                     0.000000000   -0.002260000                 0.706
## 100                    0.000000000    0.146040010                 3.580
## 105                    0.000000000    0.065820000                 2.532
## 116                    0.026367832    0.126900000                 1.549
## 119                    0.000000000    0.115470000                 4.503
## 136                    0.000000000   -0.046780000                 1.921
## 138                    0.004271334    0.224560000                 6.298
## 167                    0.017945278    0.003760000                 0.120
## 199                    0.008800796    0.309770000                10.507
## 278                    0.013864081    0.043250000                 1.124
## 292                    0.012930829    0.124170000                 4.450
## 300                    0.000000000    0.230560000                 3.574
## 346                    0.000000000    0.103570010                 2.778
## 361                    0.000000000    0.289420000                29.632
## 364                    0.020402644    0.046200000                    NA
## 435                    0.000000000   -0.236900000                 8.850
## 448                    0.002670702    0.261790000                14.402
## 457                    0.031016804    0.053319998                 0.797
## 485                    0.005607739    0.181950000                    NA
## 518                    0.000000000    0.087220000                    NA
## 561                    0.016965952    0.082480000                 2.224
## 571                    0.000000000    0.057220000                 5.810
## 579                    0.009061945    0.453860000                12.871
## 589                    0.000000000    0.187210010                 3.665
## 592                    0.021835085    0.322500000                10.353
## 593                    0.004910891    0.009430001                 0.216
## 601                    0.000000000    0.209520000                 8.693
## 627                    0.010639817    0.438610000                17.873
## 638                    0.008713014    0.109220000                 3.500
## 659                    0.000000000   -0.058070000                 7.345
## 663                    0.000000000    0.145690010                 4.487
## 680                    0.014649350    0.103450000                 3.190
## 693                    0.008691621    0.265499980                 5.269
## 708                    0.042943265    0.241540000                 6.438
## 714                    0.000000000    0.151880000                 8.994
## 715                    0.025740026    0.084359996                 1.685
## 767                    0.000000000    0.011330000                 3.296
## 768                    0.000000000   -0.057490002                 1.906
## 795                    0.015216397    0.192199990                14.995
## 799                    0.033880904   -0.073820000                 2.026
## 815                    0.040632937    0.145750000                 2.151
## 833                    0.000000000   -0.180049990                 1.214
## 838                    0.023879346    0.111610000                 3.536
## 886                    0.000000000    0.218379990                12.919
## 888                    0.042203464    0.113579996                 2.278
## 925                    0.000000000    0.106829990                    NA
## 929                    0.000000000    0.553690000                12.473
## 958                    0.000000000   -0.052670002                 0.793
## 968                    0.000000000   -0.061370000                    NA
## 979                    0.002056459    0.173290000                24.161
## 985                    0.012468050    0.122200005                 2.565
## 991                    0.009779857    0.219560000                 6.912
##     Enterprise.to.EBITDA Recommendation.Mean Recommendation.Key
## 40               220.765                 2.0                buy
## 43                 9.073                 2.8               hold
## 50                 7.322                 2.7               hold
## 100               15.151                 1.9                buy
## 105               13.623                 2.0                buy
## 116                7.296                 2.3                buy
## 119               21.605                 1.9                buy
## 136              106.903                 2.3                buy
## 138               20.189                 2.2                buy
## 167                9.538                 2.4                buy
## 199               17.427                 2.7               hold
## 278               11.829                 2.0                buy
## 292               22.574                 2.1                buy
## 300               14.553                 3.1               hold
## 346               17.711                 2.8               hold
## 361               68.557                 2.4                buy
## 364                   NA                 2.2                buy
## 435              -27.351                 2.9               hold
## 448               26.755                 2.4                buy
## 457                8.418                 2.5                buy
## 485                   NA                 2.0                buy
## 518                   NA                 1.3         strong_buy
## 561               15.029                 2.4                buy
## 571               40.087                 2.0                buy
## 579               19.486                 2.6               hold
## 589               12.511                 2.2                buy
## 592               19.365                 2.1                buy
## 593               13.184                 1.8                buy
## 601               28.560                 3.1               hold
## 627               30.922                 2.5                buy
## 638               20.963                 2.3                buy
## 659              168.501                 2.0                buy
## 663               19.887                 2.2                buy
## 680               18.102                 2.5                buy
## 693               14.401                 2.8               hold
## 708               16.279                 2.1                buy
## 714               20.229                 1.8                buy
## 715                6.769                 2.4                buy
## 767               25.936                 2.4                buy
## 768               33.142                 2.4                buy
## 795               22.345                 2.1                buy
## 799               16.525                 2.4                buy
## 815                7.355                 2.8               hold
## 833              -14.767                 2.9               hold
## 838               18.213                 2.4                buy
## 886               26.037                 2.0                buy
## 888               10.051                 2.2                buy
## 925                   NA                 2.2                buy
## 929               17.713                 2.2                buy
## 958              -24.828                 2.4                buy
## 968                   NA                 2.1                buy
## 979               81.709                 2.2                buy
## 985                9.395                 2.1                buy
## 991               18.695                 2.5                buy
##     Total.Cash.Per.Share      EBITDA  Total.Debt Quick.Ratio Current.Ratio
## 40                20.444   157972000  2708239104       2.781         3.007
## 43                 1.054 12192000000 25023000576       0.281         0.455
## 50                13.685  5150000128 39446999040       0.449         0.601
## 100               19.669  4247429120 12607459328       0.100         0.793
## 105               14.328  2216999936 27595999232       0.693         0.869
## 116                2.346  1568000000  5363999744       0.441         1.113
## 119                0.562   398700000   839000000       1.459         2.666
## 136               20.449  1322000000 57927000064       0.264         1.184
## 138              487.019  6986999808 17336999936       1.106         1.170
## 167               21.870  2856000000  5703000064       0.489         0.979
## 199                3.211   465411008  1978690944       0.876         0.991
## 278                6.653  8725999616 25401999360       0.404         0.722
## 292                8.117   909233984  5299667968       1.122         1.942
## 300                3.265   622300032  2006400000       0.954         1.040
## 346                8.713   434888000  2388573952       1.790         2.408
## 361                6.364   714657984  2151418112       1.761         1.872
## 364                   NA 10885000192          NA       1.152         1.282
## 435                6.453  -203084992           0       3.519         3.709
## 448                2.966  2488000000 10958000128       0.546         0.636
## 457                2.986  5045000192 10808999936       0.369         0.714
## 485                   NA  4496000000          NA       0.615         1.292
## 518                   NA   638441024          NA       0.951         1.704
## 561                7.686 12433000448 40296001536       0.239         1.224
## 571                3.721   148863008  1105218944       0.324         0.416
## 579                1.240  4272999936 13968000000       0.386         0.423
## 589                3.271  1016995968  3942533120       2.280         2.510
## 592                1.104 13770500096 52057001984       0.817         1.075
## 593               17.752  5144000000  7436000256       0.462         0.926
## 601                3.337  1141410944  2057884032       0.551         0.920
## 627                5.690  1562630016  4664479744       0.841         0.955
## 638                2.505   411884992           0       1.091         1.319
## 659                3.749    93670000   695214976       0.990         1.190
## 663                2.500  3674210048  7711522816       0.094         0.699
## 680                2.352  2499000064  7462000128       0.671         0.790
## 693                6.194   650697984           0       0.145         1.126
## 708                3.092 14414000128 49195999232       0.443         0.938
## 714                4.140   460803008  2609995008       1.516         1.815
## 715                3.033   633699968  2508999936       2.814         3.030
## 767                4.238   387104000  3749110016       0.177         1.207
## 768                2.171   132673000  1585451008       0.748         1.087
## 795                2.052  1795693056 14297924608       0.134         0.175
## 799                5.134   430600000  2793100032       0.932         1.801
## 815                0.260  2603000064  9390000128       0.291         0.430
## 833                1.766  -529800000  4151399936       0.622         1.305
## 838                2.993  7081600000 25327300608       0.593         0.890
## 886               60.968  3774000128 21947000832       2.695         3.815
## 888                2.375   866000000  5661000192       2.361         3.687
## 925                   NA   435200000          NA       0.468         0.730
## 929                7.069  1076000000  1802899968       0.591         0.639
## 958               10.878  -380000000  4107000064       0.681         0.826
## 968                   NA   808000000          NA       0.665         1.324
## 979                3.302   161344992   771262016       1.334         1.926
## 985               26.173  1940977024 12647610368       1.229         1.297
## 991                1.849  2627000064 12012000256       1.103         1.439
##     Total.Revenue Debt.to.Equity Revenue.Per.Share Return.on.Assets
## 40     2344406016             NA            18.617          0.01731
## 43    20295000064             NA            11.571          0.20784
## 50    53447999488             NA            81.548          0.02779
## 100   17975506944             NA          1023.633          0.14196
## 105   11927000064             NA           325.874          0.04004
## 116    7384000000             NA            32.745          0.15848
## 119    1912999936             NA            14.623          0.31027
## 136   73557000192             NA           120.339         -0.00229
## 138   22399000576             NA           647.782          0.14621
## 167  226826993664             NA           925.824          0.03032
## 199     771945024             NA            15.713          0.11320
## 278   91838996480             NA           129.078          0.04377
## 292    4612716032             NA           132.320          0.30897
## 300    2533799936             NA             7.600          0.10467
## 346    2772384000             NA            23.250          0.09220
## 361    1653449984             NA            66.770          0.26650
## 364   87591002112             NA           355.699          0.04727
## 435     627625024             NA             3.163         -0.07917
## 448    4622000128             NA            18.125          0.09445
## 457   53320998912             NA            53.955          0.07047
## 485   16284999680             NA            58.161          0.08039
## 518    3196359936             NA            54.409          0.04512
## 561   84023001088             NA           146.893          0.14650
## 571    1027148992             NA            42.778          0.06843
## 579    6469000192             NA            22.135          0.09653
## 589    3471540992             NA            12.878          0.12820
## 592   25757700096             NA            35.631          0.14106
## 593  313751011328             NA          2380.960          0.04236
## 601    3750152960             NA           174.260          0.20094
## 627    2703459072             NA            34.167          0.17762
## 638    2467072000             NA            14.989          0.08128
## 659    2148815872             NA             8.780          0.00639
## 663   16283836416             NA           274.891          0.14610
## 680   14181000192             NA            34.873          0.14505
## 693    1778290944             NA            31.193          0.08842
## 708   36449001472             NA            23.470          0.12538
## 714    1036483008             NA            12.044          0.06547
## 715    2546200064             NA             6.898          0.10529
## 767    3046099968             NA           166.229          0.03797
## 768    2306553088             NA            24.637         -0.03253
## 795    2675907072             NA            24.783          0.07986
## 799    3512499968             NA            62.058          0.05474
## 815    8899000320             NA            23.153          0.12057
## 833    6446499840             NA            57.430         -0.07706
## 838   36475899904             NA            32.094          0.11713
## 886    7606000128             NA           131.763          0.10530
## 888    3820999936             NA            53.106          0.07080
## 925    1573500032             NA            11.902          0.07694
## 929    1528099968             NA            15.107          0.40682
## 958   11904000000             NA           100.034         -0.09442
## 968   13002999808             NA            39.887          0.00616
## 979     545649024             NA            18.520          0.20174
## 985    7108236800             NA            63.692          0.05794
## 991    7104999936             NA            25.240          0.25167
##     Return.on.Equity Revenue.Growth Gross.Margins EBITDA.Margins
## 40                NA          1.070     0.8699800        0.06738
## 43                NA         -0.030     0.6956400        0.60074
## 50                NA          0.020     0.2393700        0.09636
## 100               NA          0.035     0.5317700        0.23629
## 105               NA         -0.024     0.3236400        0.18588
## 116               NA         -0.021     0.4402800        0.21235
## 119               NA          0.156     0.3437000        0.20842
## 136               NA         -0.146     0.1046300        0.01797
## 138               NA          0.073     0.8456600        0.31193
## 167               NA          0.118     0.0326900        0.01259
## 199               NA          0.032     0.9012800        0.60291
## 278               NA          0.091     0.2254400        0.09501
## 292               NA          0.031     0.2844000        0.19711
## 300               NA          0.019     0.8196000        0.24560
## 346               NA          0.030     0.7077800        0.15686
## 361               NA          0.123     0.7934800        0.43222
## 364          0.15070          0.139     0.2699000        0.12427
## 435         -0.12294          0.153     0.8207500       -0.32358
## 448               NA          0.084     0.7537900        0.53830
## 457               NA          0.024     0.2213400        0.09462
## 485          0.16597          0.410     0.7961900        0.27608
## 518          0.08748          0.206     0.3126000        0.19974
## 561               NA         -0.055     0.3320900        0.14797
## 571               NA          0.791     0.4656100        0.14493
## 579               NA          0.057     0.8177500        0.66053
## 589               NA          0.042     0.7226000        0.29295
## 592               NA         -0.001     0.5697100        0.53462
## 593               NA          0.064     0.0405200        0.01640
## 601               NA         -0.036     0.5933000        0.30436
## 627               NA          0.140     0.8207901        0.57801
## 638          0.15815          0.058     0.4844400        0.16695
## 659               NA          0.109     0.8493500        0.04359
## 663               NA          0.050     0.5115600        0.22564
## 680               NA         -0.032     0.2987100        0.17622
## 693          0.33328          0.091     0.8610399        0.36591
## 708               NA          0.056     0.6386700        0.39546
## 714               NA          0.046     0.5989000        0.44458
## 715               NA         -0.025     0.7251999        0.24888
## 767               NA          0.036     0.4439100        0.12708
## 768               NA          0.099     0.7024000        0.05752
## 795               NA         -0.027     0.7765300        0.67106
## 799               NA          0.075     0.2601000        0.12259
## 815               NA         -0.032     0.4898300        0.29250
## 833               NA          0.093    -0.0676500       -0.08218
## 838               NA         -0.006     0.2760700        0.19414
## 886               NA          0.173     0.5930800        0.49619
## 888               NA          0.038     0.4852100        0.22664
## 925          1.02271          0.281     0.3792800        0.27658
## 929               NA          0.041     0.8735000        0.70414
## 958               NA         -0.017     0.3041800       -0.03192
## 968         -0.06973             NA     0.2236400        0.06214
## 979               NA          0.453     0.4846400        0.29569
## 985               NA          0.086     0.6902300        0.27306
## 991               NA          0.045     0.4930300        0.36974
##     Earnings.Per.Share Price.to.Earnings
## 40               -0.57       -475.438596
## 43                5.80          8.825862
## 50               -0.18        -61.333333
## 100              51.44         59.175155
## 105              20.35          4.283047
## 116               4.12          7.298544
## 119               1.66         36.578314
## 136              -5.64        -27.625886
## 138             142.47         29.322384
## 167               3.45         31.939131
## 199               4.81         27.800416
## 278               5.43         21.604051
## 292              16.25         26.248616
## 300               1.72         14.494186
## 346               2.15         25.590698
## 361              18.98        100.995786
## 364              16.19         16.499691
## 435              -0.75        -45.106669
## 448               4.73         48.302326
## 457               2.85         12.575439
## 485              10.40         61.365386
## 518               4.71         26.498938
## 561              12.10         21.986778
## 571               2.44         84.721312
## 579               9.99         24.762763
## 589               2.30         16.226087
## 592              11.41         26.316388
## 593              22.39         21.460026
## 601              36.36         39.677119
## 627              14.92         37.583780
## 638               1.62         34.000001
## 659              -0.51       -118.901960
## 663              39.77         28.393763
## 680               3.58         27.634078
## 693               8.29         20.955368
## 708               5.65         21.453097
## 714               1.82         45.890108
## 715               0.58         13.482759
## 767               2.10        164.095241
## 768              -1.42        -21.563381
## 795               4.74         51.050632
## 799              -4.72        -17.205508
## 815               3.30          7.303030
## 833             -10.01         -3.318681
## 838               3.57         26.456582
## 886              27.00         52.625927
## 888               5.51          8.332123
## 925               1.46         28.520548
## 929               8.33         22.074430
## 958              -5.26        -10.271863
## 968              -2.61        -25.463601
## 979               3.20        133.393745
## 985               7.76         10.845361
## 991               5.46         24.505495
adj_financial_info[is.na(adj_financial_info$Return.on.Equity),]
##     Ticker                           longName Stock.Price
## 40    ALNY      Alnylam Pharmaceuticals, Inc.      271.00
## 43      MO                 Altria Group, Inc.       51.19
## 50     AAL       American Airlines Group Inc.       11.04
## 92    ALAB                  Astera Labs, Inc.       51.17
## 100    AZO                     AutoZone, Inc.     3043.97
## 105    CAR            Avis Budget Group, Inc.       87.16
## 116   BBWI            Bath & Body Works, Inc.       30.07
## 119   BRBR              BellRing Brands, Inc.       60.72
## 136     BA                 The Boeing Company      155.81
## 138   BKNG              Booking Holdings Inc.     4177.56
## 167    CAH              Cardinal Health, Inc.      110.19
## 174   CVNA                        Carvana Co.      172.70
## 199    CHH  Choice Hotels International, Inc.      133.72
## 278   DELL             Dell Technologies Inc.      117.31
## 292    DPZ               Domino's Pizza, Inc.      426.54
## 300    DBX                      Dropbox, Inc.       24.93
## 346   ETSY                         Etsy, Inc.       55.02
## 361   FICO             Fair Isaac Corporation     1916.90
## 405    GEV                    GE Vernova Inc.      255.48
## 421   GDDY                       GoDaddy Inc.      157.77
## 424   GRAL                        GRAIL, Inc.       13.24
## 448    HLT     Hilton Worldwide Holdings Inc.      228.47
## 457    HPQ                            HP Inc.       35.84
## 557   LOAR                 Loar Holdings Inc.       72.47
## 561    LOW             Lowe's Companies, Inc.      266.04
## 571   MSGS Madison Square Garden Sports Corp.      206.72
## 579    MAR       Marriott International, Inc.      247.38
## 589   MTCH                  Match Group, Inc.       37.32
## 592    MCD             McDonald's Corporation      300.27
## 593    MCK               McKesson Corporation      480.49
## 601    MTD  Mettler-Toledo International Inc.     1442.66
## 627   MSCI                          MSCI Inc.      560.75
## 659   NTNX                      Nutanix, Inc.       60.64
## 663   ORLY          O'Reilly Automotive, Inc.     1129.22
## 678    OGN                      Organon & Co.       19.66
## 680   OTIS         Otis Worldwide Corporation       98.93
## 708     PM   Philip Morris International Inc.      121.21
## 714   PLNT               Planet Fitness, Inc.       83.52
## 715   PLTK             Playtika Holding Corp.        7.82
## 767     RH                                 RH      344.60
## 768    RNG                  RingCentral, Inc.       30.62
## 795   SBAC     SBA Communications Corporation      241.98
## 799    SMG     The Scotts Miracle-Gro Company       81.21
## 802    SEG   Seaport Entertainment Group Inc.       26.74
## 815   SIRI            Sirius XM Holdings Inc.       24.10
## 833    SPR  Spirit AeroSystems Holdings, Inc.       33.22
## 838   SBUX              Starbucks Corporation       94.45
## 886    TDG       TransDigm Group Incorporated     1420.90
## 888    TNL               Travel + Leisure Co.       45.91
## 902     UI                      Ubiquiti Inc.      219.96
## 929   VRSN                     VeriSign, Inc.      183.88
## 958      W                       Wayfair Inc.       54.03
## 979   WING                      Wingstop Inc.      426.86
## 985   WYNN              Wynn Resorts, Limited       84.16
## 991    YUM                  Yum! Brands, Inc.      133.80
##                             Industry                 Sector Full.Time.Employees
## 40                     Biotechnology             Healthcare                2100
## 43                           Tobacco     Consumer Defensive                6400
## 50                          Airlines            Industrials              137400
## 92                    Semiconductors             Technology                 267
## 100                 Specialty Retail      Consumer Cyclical               71400
## 105        Rental & Leasing Services            Industrials               18000
## 116                 Specialty Retail      Consumer Cyclical                8981
## 119                   Packaged Foods     Consumer Defensive                 420
## 136              Aerospace & Defense            Industrials              171000
## 138                  Travel Services      Consumer Cyclical               24150
## 167             Medical Distribution             Healthcare               47922
## 174         Auto & Truck Dealerships      Consumer Cyclical               13700
## 199                          Lodging      Consumer Cyclical                1836
## 278                Computer Hardware             Technology              120000
## 292                      Restaurants      Consumer Cyclical                6500
## 300        Software - Infrastructure             Technology                2693
## 346                  Internet Retail      Consumer Cyclical                2420
## 361           Software - Application             Technology                3588
## 405            Utilities - Renewable              Utilities               80000
## 421        Software - Infrastructure             Technology                6159
## 424           Diagnostics & Research             Healthcare                1360
## 448                          Lodging      Consumer Cyclical              178000
## 457                Computer Hardware             Technology               58000
## 557              Aerospace & Defense            Industrials                1300
## 561          Home Improvement Retail      Consumer Cyclical              300000
## 571                    Entertainment Communication Services                 533
## 579                          Lodging      Consumer Cyclical              411000
## 589   Internet Content & Information Communication Services                2600
## 592                      Restaurants      Consumer Cyclical              100000
## 593             Medical Distribution             Healthcare               45000
## 601           Diagnostics & Research             Healthcare               16000
## 627 Financial Data & Stock Exchanges     Financial Services                6059
## 659        Software - Infrastructure             Technology                7150
## 663                 Specialty Retail      Consumer Cyclical               91874
## 678     Drug Manufacturers - General             Healthcare               10000
## 680   Specialty Industrial Machinery            Industrials               71000
## 708                          Tobacco     Consumer Defensive               82700
## 714                          Leisure      Consumer Cyclical                3797
## 715   Electronic Gaming & Multimedia Communication Services                3600
## 767                 Specialty Retail      Consumer Cyclical                5330
## 768           Software - Application             Technology                4084
## 795                 REIT - Specialty            Real Estate                1787
## 799              Agricultural Inputs        Basic Materials                5500
## 802             Real Estate Services            Real Estate                  NA
## 815                    Entertainment Communication Services                5680
## 833              Aerospace & Defense            Industrials               20655
## 838                      Restaurants      Consumer Cyclical              381000
## 886              Aerospace & Defense            Industrials               15500
## 888                  Travel Services      Consumer Cyclical               19000
## 902          Communication Equipment             Technology                1515
## 929        Software - Infrastructure             Technology                 907
## 958                  Internet Retail      Consumer Cyclical               12800
## 979                      Restaurants      Consumer Cyclical                 271
## 985                Resorts & Casinos      Consumer Cyclical               27800
## 991                      Restaurants      Consumer Cyclical               35000
##     Dividend.Rate Dividend.Yield Payout.Ratio X5.Year.Avg.Dividend.Yield  Beta
## 40           0.00         0.0000       0.0000                       0.00 0.380
## 43           4.08         0.0797       0.6759                       8.00 0.687
## 50           0.00         0.0000       0.0000                       1.27 1.433
## 92           0.00         0.0000       0.0000                       0.00    NA
## 100          0.00         0.0000       0.0000                       0.00 0.709
## 105          0.00         0.0000       0.0000                       0.00 2.129
## 116          0.80         0.0266       0.1942                       5.47 1.753
## 119          0.00         0.0000       0.0000                       0.00 0.903
## 136          0.00         0.0000       0.0000                       2.48 1.575
## 138         35.00         0.0084       0.1228                       0.00 1.400
## 167          2.02         0.0184       0.5819                       3.09 0.616
## 174          0.00         0.0000       0.0000                       0.00 3.441
## 199          1.15         0.0086       0.2386                       1.10 1.255
## 278          1.78         0.0152       0.3002                       0.00 0.959
## 292          6.04         0.0142       0.3348                       1.00 0.858
## 300          0.00         0.0000       0.0000                       0.00 0.608
## 346          0.00         0.0000       0.0000                       0.00 1.974
## 361          0.00         0.0000       0.0000                       0.09 1.348
## 405          0.00         0.0000       0.0000                       0.00    NA
## 421          0.00         0.0000       0.0000                       0.00 1.125
## 424          0.00         0.0000       0.0000                       0.00    NA
## 448          0.60         0.0026       0.1268                       0.80 1.310
## 457          1.10         0.0308       0.3822                       3.21 1.083
## 557          0.00         0.0000       0.0000                       0.00    NA
## 561          4.60         0.0173       0.3675                       1.69 1.090
## 571          0.00         0.0000       0.0000                       0.00 0.685
## 579          2.52         0.0102       0.2192                       1.29 1.591
## 589          0.00         0.0000       0.0000                       1.52 1.486
## 592          6.68         0.0222       0.5718                       2.25 0.724
## 593          2.84         0.0059       0.1109                       0.75 0.441
## 601          0.00         0.0000       0.0000                       0.00 1.139
## 627          6.40         0.0114       0.3992                       0.88 1.111
## 659          0.00         0.0000       0.0000                       0.00 1.187
## 663          0.00         0.0000       0.0000                       0.00 0.924
## 678          1.12         0.0570       0.2887                       0.00 0.815
## 680          1.56         0.0162       0.3939                       0.00 0.930
## 708          5.40         0.0446       0.9204                       5.42 0.578
## 714          0.00         0.0000       0.0000                       0.00 1.496
## 715          0.40         0.0512       0.3448                       0.00 0.844
## 767          0.00         0.0000       0.0000                       0.00 2.413
## 768          0.00         0.0000       0.0000                       0.00 1.033
## 795          3.92         0.0162       0.7705                       0.91 0.664
## 799          2.64         0.0325       0.3626                       2.85 1.732
## 802          0.00         0.0000       0.0000                       0.00    NA
## 815          1.06         0.0416       0.3152                       1.50 1.089
## 833          0.00         0.0000       0.0000                       0.40 1.856
## 838          2.28         0.0241       0.6275                       2.02 0.960
## 886          0.00         0.0000       0.0000                       0.00 1.410
## 888          2.00         0.0436       0.3448                       3.96 1.638
## 902          2.40         0.0109       0.4145                       0.97 1.155
## 929          0.00         0.0000       0.0000                       0.00 0.903
## 958          0.00         0.0000       0.0000                       0.00 3.409
## 979          1.08         0.0025       0.2750                       0.41 1.686
## 985          1.00         0.0119       0.1289                       2.28 1.799
## 991          2.68         0.0200       0.4670                       1.79 1.081
##     Forward.P.E   Volume Regular.Market.Volume Average.Volume
## 40  -193.571430   462366                462366         995936
## 43     9.658490  7708124               7708124        8347000
## 50     5.935484 28894024              28894024       36008038
## 92    60.916668  1684885               1684885        2713452
## 100   18.737888   311554                311554         120265
## 105    7.227197   409651                409651         619098
## 116    8.446630  3104906               3104906        4448680
## 119   28.914288   728661                728661        1445569
## 136   42.687668  6747117               6747117        6842711
## 138   20.955906   194565                194565         252722
## 167   13.055688  2383650               2383650        1930600
## 174  139.274190  3436736               3436736        4157161
## 199   20.047976   248377                248377         424373
## 278   12.506396  6827139               6827139       12186131
## 292   24.030422   543251                543251         715706
## 300   10.518988  2956145               2956145        3149807
## 346   20.007273  2755341               2755341        4019785
## 361   65.467896   133204                133204         162226
## 405   40.681526  3802055               3802055        2940726
## 421   23.977205   808400                808400        1278663
## 424          NA   873507                873507        1313420
## 448   28.136700   975614                975614        1646668
## 457    9.927979  4399236               4399236        7566861
## 557   97.932434   242470                242470         270092
## 561   20.948032  3236235               3236235        2545244
## 571   82.031746    78877                 78877         105901
## 579   23.315740  1123971               1123971        1662685
## 589   15.421487  3452540               3452540        5322044
## 592   23.532131  2320093               2320093        3578085
## 593   13.466647  3104668               3104668         967738
## 601   32.654144   124227                124227         118839
## 627   33.437687   423481                423481         491401
## 659   32.602150  1708114               1708114        2538311
## 663   24.591028   397212                397212         363423
## 678    4.359201  1278099               1278099        1722368
## 680   23.332548  3809272               3809272        2218369
## 708   17.217329  3443077               3443077        5205328
## 714   29.408451   808894                808894        1392944
## 715   10.567568   677693                677693         843458
## 767   27.767930   377899                377899         785369
## 768    7.360578  1033696               1033696        1318249
## 795   26.827050   635535                635535         870307
## 799   21.656000  1241618               1241618         832920
## 802          NA   122329                122329         167510
## 815    7.438271  8131405               8131405        4442361
## 833   30.200000  1632897               1632897        2915280
## 838   23.851010  8536837               8536837       14726822
## 886   35.109960   300399                300399         235255
## 888    7.241325   669472                669472         661857
## 902   25.487833    45353                 45353          64209
## 929   21.208767   469835                469835         692646
## 958   35.781456  3749924               3749924        4241773
## 979   92.393936   300999                300999         415284
## 985   15.701493  4754617               4754617        2252096
## 991   21.271860  2696988               2696988        1999968
##     Average.Volume..10.days.   Market.Cap X52.Week.Low X52.Week.High
## 40                    609160  34791251968      141.980       287.550
## 43                  10454400  87341400064       39.070        54.950
## 50                  48255250   7250012160        9.070        16.150
## 92                   3706150   8016138240       36.215        95.210
## 100                   168640  51522236416     2375.350      3256.370
## 105                   673120   3108483072       65.730       204.770
## 116                  5454430   6588697600       26.210        52.990
## 119                   844740   7847574528       39.900        62.756
## 136                  9958010  96013697024      151.650       267.540
## 138                   229390 140050186240     2733.040      4182.790
## 167                  1902090  26661793792       85.820       116.050
## 174                  4154840  20196747264       25.090       176.330
## 199                   326600   6313496064      108.910       134.440
## 278                 15666030  82351153152       63.900       179.700
## 292                   636710  14917469184      330.050       542.750
## 300                  3082330   7897899008       20.680        33.430
## 346                  7233030   6313655296       50.630        89.580
## 361                   144850  46999515136      811.990      1962.830
## 405                  3657340  70206406656      119.000       257.500
## 421                  1205200  22241308672       71.150       167.650
## 424                   899410    411090080       12.510        23.360
## 448                  1716530  56301178880      146.350       229.030
## 457                 10373800  34528542720       25.220        39.520
## 557                   338480   6500819968       42.570        80.790
## 561                  2301970 150922903552      181.850       268.090
## 571                    91590   4951377920      164.790       213.260
## 579                  1490590  69643165696      180.750       260.570
## 589                  4717840   9624641536       27.655        42.425
## 592                  2773870 215396564992      243.530       302.390
## 593                  1240190  62308499456      431.350       637.510
## 601                    88580  30612090880      928.500      1546.930
## 627                   455000  44075118592      439.950       617.390
## 659                  2111200  16082637824       33.780        73.690
## 663                   400620  65501196288      860.100      1169.110
## 678                  2088050   5061919232       10.835        23.100
## 680                  2754110  39626907648       73.320       100.840
## 708                  7039300 188457304064       87.230       128.220
## 714                  1081310   7113147392       44.950        85.082
## 715                  1036080   2908867840        6.250         9.870
## 767                  1462480   6369138688      207.260       354.860
## 768                  1489190   2811528448       25.080        38.350
## 795                   753800  26006073344      183.640       258.760
## 799                   819880   4614441472       43.670        82.110
## 802                   155250    168611200       23.255        36.500
## 815                  9916040   9279368192       22.730        57.800
## 833                  1416130   3874116608       15.380        37.080
## 838                 11348120 107030732800       71.550       107.660
## 886                   180950  79728689152      802.460      1423.020
## 888                   887400   3208420352       32.100        49.910
## 902                    65330  13300893696      103.000       221.220
## 929                   744570  17946687488      167.050       220.910
## 958                  4752940   6670813696       38.020        76.175
## 979                   362750  12508875776      170.830       433.860
## 985                  2238280   9341086720       71.630       110.380
## 991                  2234460  37619875840      115.530       143.200
##     Price.Sales..TTM. Trailing.Annual.Dividend.Rate
## 40         14.8401140                         0.000
## 43          4.3035920                         3.920
## 50          0.1356461                         0.000
## 92         34.9211000                         0.000
## 100         2.8662467                         0.000
## 105         0.2606257                         0.000
## 116         0.8922938                         0.800
## 119         4.1022344                         0.000
## 136         1.3052965                         0.000
## 138         6.2525196                        17.500
## 167         0.1175424                         2.007
## 174         1.7309520                         0.000
## 199         8.1786860                         1.150
## 278         0.8966905                         1.630
## 292         3.2339883                         5.440
## 300         3.1170175                         0.000
## 346         2.2773380                         0.000
## 361        28.4251210                         0.000
## 405         2.0795121                         0.000
## 421         5.0513988                         0.000
## 424         3.7460709                         0.000
## 448        12.1811285                         0.600
## 457         0.6475599                         1.089
## 557        18.1535930                         0.000
## 561         1.7962093                         4.450
## 571         4.8205060                         0.000
## 579        10.7656765                         2.190
## 589         2.7724407                         0.000
## 592         8.3624140                         6.530
## 593         0.1985922                         2.480
## 601         8.1628910                         0.000
## 627        16.3032320                         5.960
## 659         7.4844190                         0.000
## 663         4.0224670                         0.000
## 678         0.7976551                         1.120
## 680         2.7943661                         1.410
## 708         5.1704380                         5.200
## 714         6.8627730                         0.000
## 715         1.1424350                         0.200
## 767         2.0909160                         0.000
## 768         1.2189307                         0.000
## 795         9.7186010                         3.660
## 799         1.3137200                         2.640
## 802         2.3023310                         0.000
## 815         1.0427427                         1.040
## 833         0.6009644                         0.000
## 838         2.9342864                         2.280
## 886        10.4823410                         0.000
## 888         0.8396808                         1.900
## 902         6.8970510                         2.400
## 929        11.7444460                         0.000
## 958         0.5603842                         0.000
## 979        22.9247650                         0.880
## 985         1.3141215                         1.000
## 991         5.2948456                         1.275
##     Trailing.Annual.Dividend.Yield Profit.Margins Enterprise.to.Revenue
## 40                     0.000000000   -0.031110000                14.876
## 43                     0.076832615    0.500520000                 5.450
## 50                     0.000000000   -0.002260000                 0.706
## 92                     0.000000000   -0.389199970                31.310
## 100                    0.000000000    0.146040010                 3.580
## 105                    0.000000000    0.065820000                 2.532
## 116                    0.026367832    0.126900000                 1.549
## 119                    0.000000000    0.115470000                 4.503
## 136                    0.000000000   -0.046780000                 1.921
## 138                    0.004271334    0.224560000                 6.298
## 167                    0.017945278    0.003760000                 0.120
## 174                    0.000000000    0.061189998                 2.247
## 199                    0.008800796    0.309770000                10.507
## 278                    0.013864081    0.043250000                 1.124
## 292                    0.012930829    0.124170000                 4.450
## 300                    0.000000000    0.230560000                 3.574
## 346                    0.000000000    0.103570010                 2.778
## 361                    0.000000000    0.289420000                29.632
## 405                    0.000000000    0.035280000                 1.966
## 421                    0.000000000    0.407090000                 5.833
## 424                    0.000000000    0.000000000                -4.298
## 448                    0.002670702    0.261790000                14.402
## 457                    0.031016804    0.053319998                 0.797
## 557                    0.000000000    0.033990000                18.676
## 561                    0.016965952    0.082480000                 2.224
## 571                    0.000000000    0.057220000                 5.810
## 579                    0.009061945    0.453860000                12.871
## 589                    0.000000000    0.187210010                 3.665
## 592                    0.021835085    0.322500000                10.353
## 593                    0.004910891    0.009430001                 0.216
## 601                    0.000000000    0.209520000                 8.693
## 627                    0.010639817    0.438610000                17.873
## 659                    0.000000000   -0.058070000                 7.345
## 663                    0.000000000    0.145690010                 4.487
## 678                    0.056795135    0.157580000                 2.051
## 680                    0.014649350    0.103450000                 3.190
## 708                    0.042943265    0.241540000                 6.438
## 714                    0.000000000    0.151880000                 8.994
## 715                    0.025740026    0.084359996                 1.685
## 767                    0.000000000    0.011330000                 3.296
## 768                    0.000000000   -0.057490002                 1.906
## 795                    0.015216397    0.192199990                14.995
## 799                    0.033880904   -0.073820000                 2.026
## 802                    0.000000000    0.000000000                 4.742
## 815                    0.040632937    0.145750000                 2.151
## 833                    0.000000000   -0.180049990                 1.214
## 838                    0.023879346    0.111610000                 3.536
## 886                    0.000000000    0.218379990                12.919
## 888                    0.042203464    0.113579996                 2.278
## 902                    0.010927470    0.181469990                 7.224
## 929                    0.000000000    0.553690000                12.473
## 958                    0.000000000   -0.052670002                 0.793
## 979                    0.002056459    0.173290000                24.161
## 985                    0.012468050    0.122200005                 2.565
## 991                    0.009779857    0.219560000                 6.912
##     Enterprise.to.EBITDA Recommendation.Mean Recommendation.Key
## 40               220.765                 2.0                buy
## 43                 9.073                 2.8               hold
## 50                 7.322                 2.7               hold
## 92               -73.398                 1.8                buy
## 100               15.151                 1.9                buy
## 105               13.623                 2.0                buy
## 116                7.296                 2.3                buy
## 119               21.605                 1.9                buy
## 136              106.903                 2.3                buy
## 138               20.189                 2.2                buy
## 167                9.538                 2.4                buy
## 174               35.775                 2.6               hold
## 199               17.427                 2.7               hold
## 278               11.829                 2.0                buy
## 292               22.574                 2.1                buy
## 300               14.553                 3.1               hold
## 346               17.711                 2.8               hold
## 361               68.557                 2.4                buy
## 405               41.545                 2.0                buy
## 421               27.191                 2.2                buy
## 424                0.715                  NA               none
## 448               26.755                 2.4                buy
## 457                8.418                 2.5                buy
## 557               55.001                 1.7                buy
## 561               15.029                 2.4                buy
## 571               40.087                 2.0                buy
## 579               19.486                 2.6               hold
## 589               12.511                 2.2                buy
## 592               19.365                 2.1                buy
## 593               13.184                 1.8                buy
## 601               28.560                 3.1               hold
## 627               30.922                 2.5                buy
## 659              168.501                 2.0                buy
## 663               19.887                 2.2                buy
## 678                8.144                 2.8               hold
## 680               18.102                 2.5                buy
## 708               16.279                 2.1                buy
## 714               20.229                 1.8                buy
## 715                6.769                 2.4                buy
## 767               25.936                 2.4                buy
## 768               33.142                 2.4                buy
## 795               22.345                 2.1                buy
## 799               16.525                 2.4                buy
## 802               -3.446                  NA               none
## 815                7.355                 2.8               hold
## 833              -14.767                 2.9               hold
## 838               18.213                 2.4                buy
## 886               26.037                 2.0                buy
## 888               10.051                 2.2                buy
## 902               26.883                 3.0               hold
## 929               17.713                 2.2                buy
## 958              -24.828                 2.4                buy
## 979               81.709                 2.2                buy
## 985                9.395                 2.1                buy
## 991               18.695                 2.5                buy
##     Total.Cash.Per.Share      EBITDA  Total.Debt Quick.Ratio Current.Ratio
## 40                20.444   157972000  2708239104       2.781         3.007
## 43                 1.054 12192000000 25023000576       0.281         0.455
## 50                13.685  5150000128 39446999040       0.449         0.601
## 92                 5.305   -97922000     2133000      13.316        13.910
## 100               19.669  4247429120 12607459328       0.100         0.793
## 105               14.328  2216999936 27595999232       0.693         0.869
## 116                2.346  1568000000  5363999744       0.441         1.113
## 119                0.562   398700000   839000000       1.459         2.666
## 136               20.449  1322000000 57927000064       0.264         1.184
## 138              487.019  6986999808 17336999936       1.106         1.170
## 167               21.870  2856000000  5703000064       0.489         0.979
## 174                7.777   733000000  6213000192       1.177         3.110
## 199                3.211   465411008  1978690944       0.876         0.991
## 278                6.653  8725999616 25401999360       0.404         0.722
## 292                8.117   909233984  5299667968       1.122         1.942
## 300                3.265   622300032  2006400000       0.954         1.040
## 346                8.713   434888000  2388573952       1.790         2.408
## 361                6.364   714657984  2151418112       1.761         1.872
## 405               21.030  1598000000   979000000       0.690         1.057
## 421                4.172   944600000  3924100096       0.252         0.479
## 424               30.882  -659862016    76110000      11.086        11.553
## 448                2.966  2488000000 10958000128       0.546         0.636
## 457                2.986  5045000192 10808999936       0.369         0.714
## 557                0.816   121595000   260254000       2.793         4.862
## 561                7.686 12433000448 40296001536       0.239         1.224
## 571                3.721   148863008  1105218944       0.324         0.416
## 579                1.240  4272999936 13968000000       0.386         0.423
## 589                3.271  1016995968  3942533120       2.280         2.510
## 592                1.104 13770500096 52057001984       0.817         1.075
## 593               17.752  5144000000  7436000256       0.462         0.926
## 601                3.337  1141410944  2057884032       0.551         0.920
## 627                5.690  1562630016  4664479744       0.841         0.955
## 659                3.749    93670000   695214976       0.990         1.190
## 663                2.500  3674210048  7711522816       0.094         0.699
## 678                2.734  1598000000  8656000000       0.855         1.637
## 680                2.352  2499000064  7462000128       0.671         0.790
## 708                3.092 14414000128 49195999232       0.443         0.938
## 714                4.140   460803008  2609995008       1.516         1.815
## 715                3.033   633699968  2508999936       2.814         3.030
## 767                4.238   387104000  3749110016       0.177         1.207
## 768                2.171   132673000  1585451008       0.748         1.087
## 795                2.052  1795693056 14297924608       0.134         0.175
## 799                5.134   430600000  2793100032       0.932         1.801
## 802                0.606  -100781000   202951008       0.970         5.229
## 815                0.260  2603000064  9390000128       0.291         0.430
## 833                1.766  -529800000  4151399936       0.622         1.305
## 838                2.993  7081600000 25327300608       0.593         0.890
## 886               60.968  3774000128 21947000832       2.695         3.815
## 888                2.375   866000000  5661000192       2.361         3.687
## 902                2.089   518248000   757286016       1.038         3.216
## 929                7.069  1076000000  1802899968       0.591         0.639
## 958               10.878  -380000000  4107000064       0.681         0.826
## 979                3.302   161344992   771262016       1.334         1.926
## 985               26.173  1940977024 12647610368       1.229         1.297
## 991                1.849  2627000064 12012000256       1.103         1.439
##     Total.Revenue Debt.to.Equity Revenue.Per.Share Return.on.Assets
## 40     2344406016             NA            18.617          0.01731
## 43    20295000064             NA            11.571          0.20784
## 50    53447999488             NA            81.548          0.02779
## 92      229550000          0.252             3.235               NA
## 100   17975506944             NA          1023.633          0.14196
## 105   11927000064             NA           325.874          0.04004
## 116    7384000000             NA            32.745          0.15848
## 119    1912999936             NA            14.623          0.31027
## 136   73557000192             NA           120.339         -0.00229
## 138   22399000576             NA           647.782          0.14621
## 167  226826993664             NA           925.824          0.03032
## 174   11667999744       5402.609           101.398          0.03379
## 199     771945024             NA            15.713          0.11320
## 278   91838996480             NA           129.078          0.04377
## 292    4612716032             NA           132.320          0.30897
## 300    2533799936             NA             7.600          0.10467
## 346    2772384000             NA            23.250          0.09220
## 361    1653449984             NA            66.770          0.26650
## 405   33760999424          9.742           122.901               NA
## 421    4402999808       2499.427            30.869          0.06846
## 424     109739000          2.824             3.534               NA
## 448    4622000128             NA            18.125          0.09445
## 457   53320998912             NA            53.955          0.07047
## 557     358100992         34.314             3.992               NA
## 561   84023001088             NA           146.893          0.14650
## 571    1027148992             NA            42.778          0.06843
## 579    6469000192             NA            22.135          0.09653
## 589    3471540992             NA            12.878          0.12820
## 592   25757700096             NA            35.631          0.14106
## 593  313751011328             NA          2380.960          0.04236
## 601    3750152960             NA           174.260          0.20094
## 627    2703459072             NA            34.167          0.17762
## 659    2148815872             NA             8.780          0.00639
## 663   16283836416             NA           274.891          0.14610
## 678    6345999872       6011.111            24.784          0.07273
## 680   14181000192             NA            34.873          0.14505
## 708   36449001472             NA            23.470          0.12538
## 714    1036483008             NA            12.044          0.06547
## 715    2546200064             NA             6.898          0.10529
## 767    3046099968             NA           166.229          0.03797
## 768    2306553088             NA            24.637         -0.03253
## 795    2675907072             NA            24.783          0.07986
## 799    3512499968             NA            62.058          0.05474
## 802      73235000         53.306            13.263               NA
## 815    8899000320             NA            23.153          0.12057
## 833    6446499840             NA            57.430         -0.07706
## 838   36475899904             NA            32.094          0.11713
## 886    7606000128             NA           131.763          0.10530
## 888    3820999936             NA            53.106          0.07080
## 902    1928489984        796.640            31.900          0.24357
## 929    1528099968             NA            15.107          0.40682
## 958   11904000000             NA           100.034         -0.09442
## 979     545649024             NA            18.520          0.20174
## 985    7108236800             NA            63.692          0.05794
## 991    7104999936             NA            25.240          0.25167
##     Return.on.Equity Revenue.Growth Gross.Margins EBITDA.Margins
## 40                NA          1.070     0.8699800        0.06738
## 43                NA         -0.030     0.6956400        0.60074
## 50                NA          0.020     0.2393700        0.09636
## 92                NA          6.190     0.7732700       -0.42658
## 100               NA          0.035     0.5317700        0.23629
## 105               NA         -0.024     0.3236400        0.18588
## 116               NA         -0.021     0.4402800        0.21235
## 119               NA          0.156     0.3437000        0.20842
## 136               NA         -0.146     0.1046300        0.01797
## 138               NA          0.073     0.8456600        0.31193
## 167               NA          0.118     0.0326900        0.01259
## 174               NA          0.149     0.1876900        0.06282
## 199               NA          0.032     0.9012800        0.60291
## 278               NA          0.091     0.2254400        0.09501
## 292               NA          0.031     0.2844000        0.19711
## 300               NA          0.019     0.8196000        0.24560
## 346               NA          0.030     0.7077800        0.15686
## 361               NA          0.123     0.7934800        0.43222
## 405               NA          0.010     0.1722100        0.04733
## 421               NA          0.073     0.6316400        0.21454
## 424               NA          0.426    -0.7794900        0.00000
## 448               NA          0.084     0.7537900        0.53830
## 457               NA          0.024     0.2213400        0.09462
## 557               NA          0.311     0.4855500        0.33956
## 561               NA         -0.055     0.3320900        0.14797
## 571               NA          0.791     0.4656100        0.14493
## 579               NA          0.057     0.8177500        0.66053
## 589               NA          0.042     0.7226000        0.29295
## 592               NA         -0.001     0.5697100        0.53462
## 593               NA          0.064     0.0405200        0.01640
## 601               NA         -0.036     0.5933000        0.30436
## 627               NA          0.140     0.8207901        0.57801
## 659               NA          0.109     0.8493500        0.04359
## 663               NA          0.050     0.5115600        0.22564
## 678               NA         -0.001     0.5858800        0.25181
## 680               NA         -0.032     0.2987100        0.17622
## 708               NA          0.056     0.6386700        0.39546
## 714               NA          0.046     0.5989000        0.44458
## 715               NA         -0.025     0.7251999        0.24888
## 767               NA          0.036     0.4439100        0.12708
## 768               NA          0.099     0.7024000        0.05752
## 795               NA         -0.027     0.7765300        0.67106
## 799               NA          0.075     0.2601000        0.12259
## 802               NA          0.028    -0.6107200       -1.37613
## 815               NA         -0.032     0.4898300        0.29250
## 833               NA          0.093    -0.0676500       -0.08218
## 838               NA         -0.006     0.2760700        0.19414
## 886               NA          0.173     0.5930800        0.49619
## 888               NA          0.038     0.4852100        0.22664
## 902               NA          0.033     0.3836000        0.26873
## 929               NA          0.041     0.8735000        0.70414
## 958               NA         -0.017     0.3041800       -0.03192
## 979               NA          0.453     0.4846400        0.29569
## 985               NA          0.086     0.6902300        0.27306
## 991               NA          0.045     0.4930300        0.36974
##     Earnings.Per.Share Price.to.Earnings
## 40               -0.57      -475.4385965
## 43                5.80         8.8258618
## 50               -0.18       -61.3333331
## 92               -0.57       -89.7719266
## 100              51.44        59.1751550
## 105              20.35         4.2830469
## 116               4.12         7.2985436
## 119               1.66        36.5783140
## 136              -5.64       -27.6258861
## 138             142.47        29.3223841
## 167               3.45        31.9391311
## 174               2.49        69.3574285
## 199               4.81        27.8004161
## 278               5.43        21.6040511
## 292              16.25        26.2486159
## 300               1.72        14.4941862
## 346               2.15        25.5906979
## 361              18.98       100.9957863
## 405               3.96        64.5151504
## 421              12.02        13.1256243
## 424             -87.00        -0.1521839
## 448               4.73        48.3023258
## 457               2.85        12.5754387
## 557               0.14       517.6428659
## 561              12.10        21.9867776
## 571               2.44        84.7213120
## 579               9.99        24.7627633
## 589               2.30        16.2260868
## 592              11.41        26.3163882
## 593              22.39        21.4600264
## 601              36.36        39.6771187
## 627              14.92        37.5837802
## 659              -0.51      -118.9019596
## 663              39.77        28.3937634
## 678               3.88         5.0670103
## 680               3.58        27.6340783
## 708               5.65        21.4530972
## 714               1.82        45.8901080
## 715               0.58        13.4827589
## 767               2.10       164.0952410
## 768              -1.42       -21.5633809
## 795               4.74        51.0506320
## 799              -4.72       -17.2055083
## 802            -134.61        -0.1986479
## 815               3.30         7.3030304
## 833             -10.01        -3.3186814
## 838               3.57        26.4565818
## 886              27.00        52.6259268
## 888               5.51         8.3321234
## 902               5.78        38.0553645
## 929               8.33        22.0744304
## 958              -5.26       -10.2718629
## 979               3.20       133.3937454
## 985               7.76        10.8453613
## 991               5.46        24.5054951
#From research, we see those are true NA values, hence we will drop then

#Moreover, all the other columns with NA do not make sense to be 0, hence we will drop those NA
clean_financial_info <- na.omit(adj_financial_info)
#As a result of removing NA...
dim(clean_financial_info)
## [1] 822  42
summary(clean_financial_info)
##     Ticker            longName          Stock.Price        Industry        
##  Length:822         Length:822         Min.   :   3.56   Length:822        
##  Class :character   Class :character   1st Qu.:  48.69   Class :character  
##  Mode  :character   Mode  :character   Median :  96.08   Mode  :character  
##                                        Mean   : 158.33                     
##                                        3rd Qu.: 181.83                     
##                                        Max.   :9644.09                     
##     Sector          Full.Time.Employees Dividend.Rate    Dividend.Yield   
##  Length:822         Min.   :     18     Min.   : 0.000   Min.   :0.00000  
##  Class :character   1st Qu.:   5227     1st Qu.: 0.000   1st Qu.:0.00000  
##  Mode  :character   Median :  12792     Median : 1.000   Median :0.01085  
##                     Mean   :  36379     Mean   : 1.642   Mean   :0.01533  
##                     3rd Qu.:  30000     3rd Qu.: 2.395   3rd Qu.:0.02440  
##                     Max.   :2100000     Max.   :20.400   Max.   :0.11720  
##   Payout.Ratio      X5.Year.Avg.Dividend.Yield      Beta        
##  Min.   :  0.0000   Min.   :0.000              Min.   :-0.1460  
##  1st Qu.:  0.0000   1st Qu.:0.000              1st Qu.: 0.8195  
##  Median :  0.2389   Median :1.120              Median : 1.0835  
##  Mean   :  0.8186   Mean   :1.526              Mean   : 1.1367  
##  3rd Qu.:  0.5624   3rd Qu.:2.527              3rd Qu.: 1.3965  
##  Max.   :109.5000   Max.   :9.520              Max.   : 4.3390  
##   Forward.P.E           Volume          Regular.Market.Volume
##  Min.   :-2263.00   Min.   :    21058   Min.   :    21058    
##  1st Qu.:   12.81   1st Qu.:   623923   1st Qu.:   623923    
##  Median :   18.50   Median :  1280138   Median :  1280138    
##  Mean   :   18.73   Mean   :  3578470   Mean   :  3578470    
##  3rd Qu.:   27.16   3rd Qu.:  2832682   3rd Qu.:  2832682    
##  Max.   :  492.00   Max.   :340270620   Max.   :340270620    
##  Average.Volume      Average.Volume..10.days.   Market.Cap       
##  Min.   :    19906   Min.   :    22950        Min.   :1.040e+09  
##  1st Qu.:   783180   1st Qu.:   789610        1st Qu.:8.206e+09  
##  Median :  1559404   Median :  1638015        Median :1.593e+10  
##  Mean   :  3899394   Mean   :  4203555        Mean   :6.201e+10  
##  3rd Qu.:  3305210   3rd Qu.:  3477518        3rd Qu.:4.071e+10  
##  Max.   :327422192   Max.   :307341750        Max.   :3.457e+12  
##   X52.Week.Low     X52.Week.High     Price.Sales..TTM.
##  Min.   :   2.29   Min.   :   5.70   Min.   : 0.0506  
##  1st Qu.:  34.40   1st Qu.:  56.11   1st Qu.: 1.3454  
##  Median :  66.28   Median : 108.70   Median : 2.9233  
##  Mean   : 107.32   Mean   : 175.76   Mean   : 4.4463  
##  3rd Qu.: 129.22   3rd Qu.: 202.73   3rd Qu.: 5.6687  
##  Max.   :5210.49   Max.   :9764.16   Max.   :64.8735  
##  Trailing.Annual.Dividend.Rate Trailing.Annual.Dividend.Yield
##  Min.   : 0.000                Min.   :0.00000               
##  1st Qu.: 0.000                1st Qu.:0.00000               
##  Median : 0.940                Median :0.01009               
##  Mean   : 1.576                Mean   :0.01513               
##  3rd Qu.: 2.320                3rd Qu.:0.02471               
##  Max.   :20.200                Max.   :0.17056               
##  Profit.Margins     Enterprise.to.Revenue Enterprise.to.EBITDA
##  Min.   :-1.21570   Min.   :-1.626        Min.   :-1070.184   
##  1st Qu.: 0.03573   1st Qu.: 1.758        1st Qu.:    9.933   
##  Median : 0.09514   Median : 3.481        Median :   14.746   
##  Mean   : 0.12595   Mean   : 4.983        Mean   :   13.859   
##  3rd Qu.: 0.16472   3rd Qu.: 6.352        3rd Qu.:   20.984   
##  Max.   :29.91756   Max.   :70.199        Max.   :  512.436   
##  Recommendation.Mean Recommendation.Key Total.Cash.Per.Share
##  Min.   :1.300       Length:822         Min.   :  0.000     
##  1st Qu.:2.000       Class :character   1st Qu.:  1.599     
##  Median :2.300       Mode  :character   Median :  4.160     
##  Mean   :2.305                          Mean   :  9.948     
##  3rd Qu.:2.600                          3rd Qu.:  9.633     
##  Max.   :4.500                          Max.   :792.331     
##      EBITDA             Total.Debt         Quick.Ratio      Current.Ratio   
##  Min.   :-4.800e+09   Min.   :0.000e+00   Min.   : 0.0120   Min.   : 0.118  
##  1st Qu.: 5.985e+08   1st Qu.:1.459e+09   1st Qu.: 0.5910   1st Qu.: 1.010  
##  Median : 1.363e+09   Median :3.966e+09   Median : 0.9455   Median : 1.433  
##  Mean   : 3.950e+09   Mean   :9.734e+09   Mean   : 1.4588   Mean   : 2.101  
##  3rd Qu.: 3.278e+09   3rd Qu.:9.433e+09   3rd Qu.: 1.4708   3rd Qu.: 2.244  
##  Max.   : 1.318e+11   Max.   :1.783e+11   Max.   :77.0410   Max.   :77.041  
##  Total.Revenue       Debt.to.Equity      Revenue.Per.Share  Return.on.Assets  
##  Min.   :1.583e+08   Min.   :    0.047   Min.   :   0.204   Min.   :-0.23417  
##  1st Qu.:2.926e+09   1st Qu.:   38.110   1st Qu.:  16.367   1st Qu.: 0.02688  
##  Median :6.589e+09   Median :   75.796   Median :  34.254   Median : 0.04822  
##  Mean   :2.034e+10   Mean   :  171.849   Mean   :  74.121   Mean   : 0.05382  
##  3rd Qu.:1.593e+10   3rd Qu.:  145.729   3rd Qu.:  72.773   3rd Qu.: 0.07863  
##  Max.   :6.650e+11   Max.   :30119.252   Max.   :3172.861   Max.   : 0.55258  
##  Return.on.Equity   Revenue.Growth     Gross.Margins     EBITDA.Margins   
##  Min.   :-7.86395   Min.   :-0.59200   Min.   :-2.3059   Min.   :-1.0716  
##  1st Qu.: 0.06409   1st Qu.:-0.00975   1st Qu.: 0.2956   1st Qu.: 0.1226  
##  Median : 0.13947   Median : 0.04900   Median : 0.4332   Median : 0.2007  
##  Mean   : 0.21943   Mean   : 0.06672   Mean   : 0.4472   Mean   : 0.2276  
##  3rd Qu.: 0.25670   3rd Qu.: 0.11675   3rd Qu.: 0.6084   3rd Qu.: 0.3147  
##  Max.   : 9.75009   Max.   : 1.55000   Max.   : 1.0000   Max.   : 0.9347  
##  Earnings.Per.Share Price.to.Earnings  
##  Min.   :-47.350    Min.   :-5616.000  
##  1st Qu.:  1.052    1st Qu.:   13.032  
##  Median :  3.420    Median :   23.608  
##  Mean   :  5.542    Mean   :    9.755  
##  3rd Qu.:  7.265    3rd Qu.:   38.008  
##  Max.   :484.130    Max.   : 1127.273
#unfortunately, we lost about 17% of the data, however, it does not make sense fill those NA with either the mean of the metric or using mice 
#As we eliminated some stock due to NA values, we need to make this adjustment in the historical price table. 

#Get tickers used
tickers <- clean_financial_info$Ticker
#Add date column
tickers <- c(tickers, "Date")

#filter historical price table
adj_historical_prices <- historical_prices[, colnames(historical_prices) %in% tickers]
#checking for NA values 
sum(is.na(adj_historical_prices)) #5575 NA
## [1] 573
na_per_colum <- colSums(is.na(adj_historical_prices))
na_per_colum[na_per_colum > 0]
##  CR  SW 
## 127 446
#only two stocks have NA values

#we will exclude these stocks from our analysis, as it is a very small number of samples with NA 
ticker_to_exclude <- c("CR","SW")
final_financial_info <- clean_financial_info[!(clean_financial_info$Ticker %in% ticker_to_exclude),]
final_historical_price <- adj_historical_prices[, !colnames(adj_historical_prices) %in% ticker_to_exclude]
dim(final_financial_info)
## [1] 820  42
dim(final_historical_price)
## [1] 502 821
#both have the same amount of ticker and the data is ready for analysis (hist price has an extra column for the date)

Adding new metrics

#for our response variable, we will use the growth rate of the next 10 weeks "in the future". Thus our base date is the from from 10 weeks ago. We will use that to calculate growth rate where the price from 10 weeks ago is the previous price and the current price is the most recent price. However, for the metrics we will only use data from the date of 10 weeks ago and dates before that. This way, the response variable is the actual growth rate the prices had


#current price = most recent price
#previous price = 10 weeks ago

#growth rate = (current price - previous price)/previous price * 100

#Calculate necessary dates
start_date <- as.Date("2024-09-24")
date_10_weeks_before <- start_date - 70 #7 days * 10 weeks

current_price <- final_historical_price[final_historical_price$Date == start_date,]
previous_price <- final_historical_price[final_historical_price$Date == date_10_weeks_before,]

#remove date column
current_price <- current_price[,-1]
previous_price<- previous_price[,-1]

#calculate growth rate
growth_rate <- (current_price - previous_price) / previous_price * 100

#reshape the data
growth_rates_vector <- as.numeric(growth_rate)
growth_data <- data.frame(Ticker = names(growth_rate), GrowthRate = growth_rates_vector)
growth_data
##     Ticker   GrowthRate
## 1      TXG  14.84999657
## 2      MMM  33.53957347
## 3      AOS  -6.43368906
## 4     AAON  13.59995765
## 5      ABT  10.33878017
## 6     ABBV  14.36761111
## 7     ACHC  11.87207485
## 8      ACN   4.49846004
## 9      AYI   0.90182608
## 10    ADBE  -7.49637666
## 11     AAP -35.73672644
## 12     WMS -14.09766406
## 13     AMD -10.83074931
## 14     ACM  11.42109360
## 15     AES   9.33519721
## 16     AMG   3.67807217
## 17    AFRM  33.35325808
## 18     AFL  17.18119342
## 19    AGCO  -4.59192009
## 20       A   4.27017321
## 21     ADC  14.53507143
## 22     APD  10.48854248
## 23    ABNB -13.07682104
## 24    AKAM   4.47270500
## 25     ALK   2.76542946
## 26     ALB  -6.99430056
## 27     ACI  -5.72017620
## 28      AA  -4.55058124
## 29     ARE  -2.49235267
## 30    ALGN   0.59384393
## 31    ALLE  12.73387018
## 32    ALGM -30.49773799
## 33     LNT  10.80854725
## 34    ALSN  12.18876945
## 35     ALL  14.86893403
## 36   GOOGL -11.64346178
## 37    GOOG -11.66824233
## 38    AMZN   0.48699742
## 39    AMCR  12.37408684
## 40     DOX   4.72221726
## 41    AMED  -0.74687512
## 42     AEE  16.44705452
## 43     AEP  11.40827408
## 44     AFG   5.50380060
## 45     AMH   9.80411818
## 46     AIG  -5.70455117
## 47     AMT  12.52439119
## 48     AWK   4.84792577
## 49    COLD   3.98576127
## 50     AME  -2.94555004
## 51    AMGN   0.02526555
## 52    AMKR -31.79683647
## 53     APH  -5.80462485
## 54     ADI  -6.20799574
## 55    ANSS  -1.87062771
## 56     AON  16.92539426
## 57     APA -19.35754612
## 58     APG -11.41516126
## 59    APLS -25.27339281
## 60    APPF  -9.86697948
## 61    AAPL  -3.06057260
## 62    AMAT -19.80267097
## 63     APP  49.17370120
## 64     ATR   8.68880057
## 65    APTV  -1.77087997
## 66    ARMK   9.62437999
## 67    ACGL  16.72330117
## 68     ADM  -5.12860195
## 69    ARES   6.97902944
## 70    ANET   7.49239190
## 71     AWI   7.61544291
## 72     ARW   4.69724247
## 73     AJG   4.58793160
## 74     ASH -10.74484009
## 75    AZPN  15.60164553
## 76     AIZ  16.32763695
## 77     AGO  -2.63881874
## 78       T  14.53580751
## 79     ATI   4.15726387
## 80    TEAM -11.21908787
## 81     ATO  12.25257389
## 82    ADSK   6.23669771
## 83     ADP  13.10641238
## 84      AN  -1.65289256
## 85     AVB  11.98968422
## 86     AGR   2.17931330
## 87    AVTR  23.31629536
## 88     AVY  -1.84016632
## 89     AVT  -1.33769377
## 90    AXTA   0.49627875
## 91     AXS   9.63855307
## 92    AXON  23.23827214
## 93    AZEK   2.63446934
## 94    AZTA -14.35565533
## 95     BKR   0.72311875
## 96    BALL   8.45587886
## 97     BAX  10.51912675
## 98     BDX   3.13023019
## 99     BSY   1.67382758
## 100   BERY   6.91523779
## 101    BBY  14.53082774
## 102   BILL  -5.09599888
## 103    BIO   4.25093034
## 104   TECH  -2.90252499
## 105   BIIB -13.73211651
## 106   BMRN -19.10582856
## 107     BJ -10.22105124
## 108    BLK  12.18806311
## 109    HRB  14.62311972
## 110     SQ  -6.28555404
## 111    OWL   5.26329481
## 112    BAH   1.33318298
## 113    BWA   2.03909539
## 114    SAM  -3.80760203
## 115    BSX   6.87228409
## 116    BYD   9.16220636
## 117   BFAM  15.49006961
## 118    BMY  23.64077108
## 119    BRX  14.39704819
## 120   AVGO   3.56301978
## 121     BR   0.79654384
## 122    BRO  10.91565578
## 123   BRKR   3.20087504
## 124     BC   1.13183539
## 125   BLDR  16.66464680
## 126     BG -12.24640775
## 127   BURL   7.38237120
## 128   BWXT   2.87693230
## 129    BXP  18.94736796
## 130   CHRW  24.84002416
## 131   CACI  11.26029439
## 132   CDNS -12.32156107
## 133    CZR   2.71560977
## 134    CPT  13.73729958
## 135    CPB   7.70065763
## 136   CPRI   8.13558511
## 137    CSL  -0.11427712
## 138    KMX  -8.95024630
## 139    CCL  -2.34619789
## 140   CARR  15.06869894
## 141    CRI   8.80644997
## 142   CASY  -2.85676202
## 143   CTLT   3.95851508
## 144    CAT   7.46622856
## 145   CBOE  19.60659427
## 146   CBRE  26.87441772
## 147   CCCS  -3.53044679
## 148    CDW  -6.23461037
## 149     CE  -9.68051417
## 150   CELH -40.08335175
## 151    COR   0.20231745
## 152    CNC   7.65446516
## 153    CNP   1.17019446
## 154   CERT -35.15151631
## 155     CF  16.69430894
## 156    CRL -11.74167557
## 157   CHTR  -1.24000608
## 158    CHE   8.77468123
## 159     CC -20.68276480
## 160    LNG   1.35826745
## 161    CHK  -2.53143025
## 162    CVX  -5.49518223
## 163    CMG   0.38101385
## 164   CHRD -22.53234800
## 165     CB  11.09370870
## 166    CHD   1.07724382
## 167   CHDN  -7.60643540
## 168   CIEN  17.14728261
## 169     CI   4.36197135
## 170   CINF   9.48528833
## 171   CTAS  13.18194184
## 172   CRUS -13.96424213
## 173   CSCO  10.75496096
## 174   CIVI -23.76762162
## 175   CLVT  11.23778619
## 176    CLH   5.16598779
## 177    CLF -21.97112325
## 178    CLX  22.18459864
## 179    NET   1.84634081
## 180    CME  11.11301601
## 181    CMS  15.25463668
## 182    CNA   2.94730775
## 183    CNH   6.33270398
## 184     KO  11.74578655
## 185   CGNX -25.00988404
## 186   CTSH   3.45763067
## 187   COHR  11.49353829
## 188   COIN -31.73486464
## 189     CL   7.10419895
## 190   COLM   0.71813413
## 191  CMCSA   4.39282463
## 192    FIX  17.73224126
## 193    CAG  12.78869633
## 194   CNXC -11.24973816
## 195   CFLT -24.09962001
## 196    COP  -4.76793682
## 197     ED  13.23526483
## 198    STZ   2.19538305
## 199    CEG  23.95653860
## 200    COO  21.86598538
## 201    CNM -18.51715361
## 202    GLW  -1.30971894
## 203   CPAY   5.12926291
## 204   CTVA   7.05191538
## 205   CSGP  -0.81850705
## 206   COST   6.11839042
## 207   CTRA -12.42139280
## 208   COTY  -8.29220279
## 209   CPNG  17.03426166
## 210    CUZ  20.45454217
## 211    CRH  11.19083500
## 212   CROX   6.41439775
## 213   CRWD -21.81546726
## 214    CCI  14.47866633
## 215    CCK  24.10697116
## 216    CSX  -3.02538693
## 217   CUBE  11.23942413
## 218    CMI   8.70555826
## 219     CW  14.57873693
## 220    CVS  -2.20498183
## 221    DHI  18.75463975
## 222    DHR   8.74911274
## 223    DRI  17.74703550
## 224    DAR  -1.65112901
## 225   DDOG -10.29288543
## 226    DVA  17.31775043
## 227    DAY   8.63153962
## 228   DECK   1.48213189
## 229     DE   8.84215094
## 230    DAL   4.22995953
## 231   XRAY  -2.68556258
## 232    DVN -14.04227219
## 233   DXCM -40.84093994
## 234   FANG -10.23373294
## 235    DKS  -3.72087410
## 236    DLR   0.64185115
## 237   DOCU   3.09314284
## 238    DLB  -7.24540477
## 239     DG -33.33072198
## 240   DLTR -31.98816913
## 241      D  12.51099239
## 242   DASH  30.29243651
## 243     DV -12.66765695
## 244    DOV   0.87921105
## 245    DOW  -0.99850109
## 246   DOCS  40.95399794
## 247   DKNG  -1.68299915
## 248    DTM  12.26995879
## 249    DTE  10.12461804
## 250    DUK   9.88595715
## 251    DNB  12.67976658
## 252   DUOL  44.04164664
## 253     DD   6.44523428
## 254   BROS -20.01884169
## 255    DXC   3.47826257
## 256     DT  19.02495124
## 257    ELF -41.05385904
## 258    EXP  16.25411245
## 259    EGP   3.68215177
## 260    EMN  11.25538394
## 261    ETN  -1.19358859
## 262   EBAY  18.62669750
## 263    ECL   3.93314296
## 264    EIX  16.26082869
## 265     EW -24.39302486
## 266   ELAN   4.75471784
## 267   ESTC -33.94998796
## 268     EA  -3.30633833
## 269    ESI  -8.29569287
## 270    ELV  -4.37578545
## 271    EME  10.91895010
## 272    EMR -10.08831322
## 273    EHC   9.31834152
## 274   ENOV  -6.18801785
## 275   ENPH   0.44762355
## 276   ENTG -23.27157584
## 277    ETR  21.04030524
## 278   NVST  11.81008740
## 279    EOG  -2.07487870
## 280   EPAM  -4.36111995
## 281    EPR  13.84547197
## 282    EQT  -0.15689031
## 283    EFX  13.64770758
## 284   EQIX   9.78808163
## 285    EQH  -1.63183910
## 286    ELS   7.29733558
## 287    EQR   9.99701906
## 288   ESAB   2.48741744
## 289   WTRG  -5.01988326
## 290    ESS   7.70583354
## 291     EL  -8.25309476
## 292   EEFT  -7.58537980
## 293   EVRG  13.91410783
## 294     ES  12.58543020
## 295   EXAS  38.37327540
## 296   EXEL  15.46573121
## 297    EXC  13.73762619
## 298   EXPE   5.88403822
## 299   EXPD   5.34540108
## 300    EXR  11.54301110
## 301    XOM   1.68248231
## 302   FFIV  22.17912290
## 303    FDS   5.13019749
## 304   FAST   4.61803992
## 305    FRT   5.76817337
## 306   FERG  -6.94489864
## 307    FNF  12.33828301
## 308    FIS   9.73705404
## 309    FAF  11.55623403
## 310     FR  10.71358537
## 311   FSLR  10.61242745
## 312     FE  13.15040599
## 313     FI  12.86114725
## 314   FIVE  -7.91613780
## 315   FIVN -39.44371504
## 316    FND  27.20758617
## 317    FLS   1.20341407
## 318    FMC   9.13234250
## 319      F -23.28482365
## 320   FTNT  30.22864775
## 321    FTV  -1.98390040
## 322   FBIN  17.51423133
## 323   FOXA  15.98239365
## 324    BEN -12.22360652
## 325    FCX  -2.69622225
## 326   FRPT  13.59702787
## 327   FYBR  26.35327507
## 328    FCN  -0.12740348
## 329    GME -20.70778404
## 330   GLPI   5.02699662
## 331    GAP -13.84039899
## 332   GRMN   1.60840439
## 333     IT   9.62025225
## 334   GTES   3.71244015
## 335     GE  16.46300065
## 336    GEN   6.86167581
## 337   GNRC  -5.26910734
## 338     GD   4.48575646
## 339    GIS  17.28139086
## 340     GM  -3.17440876
## 341      G  16.11062932
## 342   GNTX -12.19096100
## 343    GPC  -0.73077013
## 344   GILD  18.05289081
## 345   GTLB   4.79668439
## 346    GPN   0.90958604
## 347    GFS -28.26166441
## 348   GLOB  -2.11558565
## 349     GL  22.15568878
## 350   GMED  -1.59412467
## 351    GGG   1.47301621
## 352   LOPE  -4.83903228
## 353    GPK   4.90019603
## 354     GO -22.06796954
## 355   GWRE  23.85676362
## 356    GXO  -7.74054755
## 357    HAL -16.18002475
## 358    THG  13.58556136
## 359    HOG   6.43339397
## 360    HIG  13.54831857
## 361    HAS  17.06809569
## 362   HAYW   7.31353544
## 363    HCA  26.20269525
## 364     HR   2.89460209
## 365    DOC   9.54274080
## 366    HEI  15.06931675
## 367   JKHY   2.66486087
## 368    HSY   2.48792702
## 369    HES  -9.59994073
## 370    HPE -11.26888131
## 371    HXL -10.62783439
## 372   DINO  -7.88382711
## 373    HIW  17.40041786
## 374   HOLX   3.50497073
## 375     HD   9.20393615
## 376    HON  -5.52791186
## 377    HRL  -0.60586904
## 378    HST   0.64655626
## 379    HHH  11.07650799
## 380    HWM  22.15099237
## 381   HUBB   8.88186776
## 382   HUBS   8.85824513
## 383    HUM -21.07431593
## 384    HII  -3.34700849
## 385    HUN   1.29754600
## 386      H  -3.89039668
## 387    IAC   7.46743776
## 388    IBM  19.96267623
## 389    IDA   9.21795948
## 390    IEX   0.79218167
## 391   IDXX   1.37332159
## 392    ITW   1.98429264
## 393   ILMN   2.86672832
## 394   INCY  -0.46874881
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## 819     ZI -14.46488704
## 820     ZS -14.26250587
#Let us get some time series feature that will be used in the models

# Here we will use the price from 10 weeks ago to act as the current price
filtered_hist_price <- final_historical_price[final_historical_price$Date <= date_10_weeks_before,]


#Let us start with Price Change


#create function to calculate the price changes for different periods
calculate_price_change <- function(weeks) {
      
      # Convert weeks to numeric
      weeks <- as.numeric(weeks)
      
      # Find the most recent date in the data
      latest_date <- max(filtered_hist_price[["Date"]])
      latest_date <- as.Date(latest_date)
      
      # Calculate the date that is X weeks before the latest date
      date_x_weeks_before <- latest_date - (weeks*7)
      
      # Filter the data for the latest date and the date X weeks before
      df_latest <- filtered_hist_price[filtered_hist_price[["Date"]] == latest_date, ]
      df_x_weeks_before <- filtered_hist_price[filtered_hist_price[["Date"]] == date_x_weeks_before, ]
      
      # Calculate price change
      price_change <- (df_latest[-1] - df_x_weeks_before[-1]) / df_x_weeks_before[-1] * 100
      
      # Reshape the data
      price_change_vector <- as.numeric(price_change)
      column_name <- paste("wk_price_change", weeks, sep="_")
      
      result <- setNames(data.frame(Ticker = names(price_change), 
                                     PriceChange = price_change_vector), 
                         c("Ticker", column_name))
      
      return(result) }



#calculate the price change for up to 52 weeks
price_changes <- list()

for (weeks in seq(4, 52, by = 4)) {
  # Create the price change using the function
  price_changes[[paste(weeks, "wk_price_change", sep = "_")]] <- calculate_price_change(weeks)
}

#combine all price changes in one Data Frame
complete_price_changes <- Reduce(function(x, y) merge(x, y, by = "Ticker", all = TRUE), price_changes)
complete_price_changes
##     Ticker wk_price_change_4 wk_price_change_8 wk_price_change_12
## 1        A         1.0470819     -11.295299635      -2.074346e+00
## 2       AA         3.1208336     -12.315716804       7.470931e+00
## 3     AAON        17.3654160      23.355567619       6.961094e+00
## 4      AAP        -0.5618097      -9.616993173      -1.805273e+01
## 5     AAPL         9.5804861      22.079541422       4.088588e+01
## 6     ABBV        -0.3534590       4.802258552       7.162415e-01
## 7     ABNB         2.6953638       4.968763428      -6.020505e+00
## 8      ABT        -0.6972214       0.296194378      -4.019928e+00
## 9     ACGL        -3.6607166      -4.466306785       3.550866e+00
## 10    ACHC         0.2782288       4.773565969      -3.194790e+00
## 11     ACI        -0.8529839      -3.609749678      -2.170678e+00
## 12     ACM         4.0094224       2.059386758      -2.006465e+00
## 13     ACN        14.3947025       7.504043919       3.028533e+00
## 14    ADBE         8.4806085      17.576003082       1.980122e+01
## 15     ADC         6.8913574       8.891487964       1.542581e+01
## 16     ADI         3.3775165      12.766756486       2.862523e+01
## 17     ADM         7.7616354       5.369668501       5.336954e+00
## 18     ADP         0.5768990      -1.944549680       1.608355e-01
## 19    ADSK         3.9734608      15.226079867       1.646860e+01
## 20     AEE         5.3283921       0.093381151       8.235939e-01
## 21     AEP         4.9114730      -0.831357730       8.404739e+00
## 22     AES        -6.9092802     -16.112171390       4.043432e+00
## 23     AFG         2.4676860      -2.314965825      -1.234387e-01
## 24     AFL         5.1241734       6.804438228       1.234206e+01
## 25    AFRM         9.5971121       3.655515334       2.136755e+00
## 26    AGCO        -0.9967835      -6.315889401      -1.155256e+01
## 27     AGO         5.5069452       8.609267895       4.407921e+00
## 28     AGR         0.8241050      -0.197602481      -2.500308e+00
## 29     AIG         5.6117602       0.044299735       5.051184e+00
## 30     AIZ         1.1106589      -0.250863836      -3.040055e+00
## 31     AJG         2.1957402       4.041124422       1.277573e+01
## 32    AKAM        10.1717898       3.153442706      -4.205974e+00
## 33     ALB        -1.8384562     -22.558070496      -1.412971e+01
## 34    ALGM        17.2621188      15.224195337       2.476478e+01
## 35    ALGN         2.2047879      -6.241950009      -2.062973e+01
## 36     ALK        -2.4331447      -7.428571429      -1.015972e+01
## 37     ALL         4.8419330       0.333568829      -3.724887e+00
## 38    ALLE         9.7847540       4.037049659       1.234759e+00
## 39    ALSN        10.4291250      10.679093119       4.572761e+00
## 40    AMAT        -0.8029687      12.051044743       2.745198e+01
## 41    AMCR         1.0030052       0.000000000       1.354755e+01
## 42     AMD        14.8224778       7.828251611       1.660209e+01
## 43     AME         2.9900603       4.235690834      -1.977306e+00
## 44    AMED         6.6681227       1.590270028       7.218071e+00
## 45     AMG        12.3047796       7.979389952       6.441326e+00
## 46    AMGN         8.8728445       5.809120247       2.265341e+01
## 47     AMH         0.3598066      -0.522305636       2.607340e+00
## 48    AMKR        11.4492321      36.553305716       5.203489e+01
## 49     AMT         9.0102683       9.150779940       2.165256e+01
## 50    AMZN         5.5850374       5.389031234       7.508083e+00
## 51      AN         8.1258187       7.212479885       1.467745e+01
## 52    ANET         5.2565126      13.009881076       4.261885e+01
## 53    ANSS         1.6116600       1.095500621       1.349816e+00
## 54     AON         0.0000000       2.679482219      -4.294603e+00
## 55     AOS         9.2139663       7.277822749       5.021719e+00
## 56     APA        13.1071404       3.092450428      -1.216473e+00
## 57     APD        -1.9374967       1.782548351       1.526151e+01
## 58     APG        -0.5443310       4.778809533      -1.041419e-01
## 59     APH         0.9751842       4.168629674       2.344156e+01
## 60    APLS         2.6952878      -3.312969459      -1.553777e+01
## 61     APP         7.0385981       3.011903309       2.155651e+01
## 62    APPF        14.1784611      11.012292041       2.064925e+01
## 63    APTV         3.9507233     -10.812773856       4.498226e+00
## 64     ARE        11.5511262       4.487152813       7.984923e+00
## 65    ARES         9.6296223       3.771210739       9.184033e+00
## 66    ARMK         0.7988255       3.524767020       6.451530e+00
## 67     ARW         0.6995765      -4.045145489       1.319790e+00
## 68     ASH        -0.1742006      -1.562214438       1.639273e+00
## 69     ATI        12.4275372       2.595469749       2.639512e+01
## 70     ATO         4.5641004       3.974773521       4.708179e+00
## 71     ATR        -1.4520430      -2.712155599       3.449270e+00
## 72     AVB         2.3802181       4.407489201       9.836507e+00
## 73    AVGO        -5.7331766      21.439288686       3.602242e+01
## 74     AVT         2.4976330       0.635600294       1.240791e+01
## 75    AVTR        -0.2779040     -13.534132464      -1.606237e+01
## 76     AVY        -1.5724082      -2.095716045       6.155250e+00
## 77     AWI         7.9933593       7.570490264       6.367725e+00
## 78     AWK         6.5992177       3.512950086       1.668447e+01
## 79    AXON         8.8273387      10.932446305       5.925851e+00
## 80     AXS         2.5966587       0.999374990       1.672121e+01
## 81    AXTA         4.8265955       3.776823079       1.628727e+01
## 82     AYI         8.1446444       2.022785404       5.936745e+00
## 83    AZEK        -2.6501425      -3.597885213      -1.747199e+00
## 84    AZPN         4.1928856      -8.699385442       1.937533e+00
## 85    AZTA         2.0703192      10.940833120       8.850395e+00
## 86     BAH         2.8142428       2.966486175       8.744058e+00
## 87    BALL        -0.2569894     -11.421702988      -4.916955e+00
## 88     BAX         5.3661452       4.066775290      -1.260116e+01
## 89     BBY        -5.8690238      21.280894844       1.745046e+01
## 90      BC        11.6458820       1.754606660      -4.163082e+00
## 91     BDX        -1.2963657      -1.381930628      -1.171534e+00
## 92     BEN         8.5018468       1.819914331      -4.048899e+00
## 93    BERY         6.0036258       6.862838498       1.454058e+01
## 94    BFAM        19.1743282      11.373196886       1.319457e+01
## 95      BG         8.7368225       7.821123265       2.281957e+00
## 96    BIIB         0.6125689      -1.172646203       1.648204e+01
## 97    BILL        18.6754698      -1.537100628      -9.027096e+00
## 98     BIO         8.8342156       8.661245724       1.024958e+01
## 99      BJ         1.5220476      13.557842509       2.197010e+01
## 100    BKR        12.9433733       9.933373403       1.072825e+01
## 101    BLD        13.1756185      14.191792903       1.780427e+01
## 102   BLDR        10.7066379      -1.488626869      -1.164281e+01
## 103    BLK         7.6934835       5.537745964       1.081173e+01
## 104   BMRN         2.0677336      11.055085928      -6.702149e+00
## 105    BMY         2.4907035      -1.049312204      -1.462246e+01
## 106     BR         5.2700223       5.315135377       7.497653e+00
## 107   BRKR        -0.8085097     -13.219112266      -1.959666e+01
## 108    BRO         0.9739166       3.850864165       1.269341e+01
## 109   BROS         7.1410496      17.001923431       4.737938e+01
## 110    BRX        10.6564003      10.954929289       1.303884e+01
## 111    BSX         2.3981154       3.264175077       1.326279e+01
## 112    BSY        -4.2413746     -12.323618963      -8.618070e+00
## 113   BURL         8.7973618      33.889473363       4.074136e+01
## 114    BWA         4.5440844      -5.159506619       3.829580e+00
## 115   BWXT        12.3500762      17.544654761       1.126615e+01
## 116    BXP        13.5841349      13.037615688       1.199579e+01
## 117    BYD         9.4883672       7.198239503      -7.179127e+00
## 118   CACI         2.6118968       3.808938764       1.587742e+01
## 119    CAG         1.1161460      -5.846056427      -6.235424e+00
## 120   CARR         6.6453926       5.840158476       2.750437e+01
## 121   CASY         1.7169576      14.019683644       2.249793e+01
## 122    CAT        10.8999136       0.420522358      -7.350335e-01
## 123     CB        -0.5246638      -0.921609945       5.073526e+00
## 124   CBOE         2.0366070      -5.926852653      -3.338553e+00
## 125   CBRE         9.6537785       7.531525465       1.161750e+01
## 126     CC         4.7798719     -10.075575041      -5.688299e+00
## 127   CCCS        -0.7880924      -1.220578379      -1.392514e+00
## 128    CCI         8.9783969       4.768975431       1.056326e+01
## 129    CCK         1.1904795      -9.492003637      -1.281789e+00
## 130    CCL        20.2507871      18.395058036       2.968222e+01
## 131   CDNS        -4.5237332       7.456051164       1.063671e+01
## 132    CDW         4.0294922       4.380158752       4.210347e-04
## 133     CE         6.0231354      -5.095543035      -5.040666e+00
## 134    CEG        -7.0459540      -7.815618484       9.000376e+00
## 135   CELH       -16.5771145     -44.987493311      -2.671109e+01
## 136   CERT        23.4106218       0.000000000      -1.374773e+00
## 137     CF        -0.4758726      -6.846533776      -6.167300e+00
## 138   CFLT        -6.2836624     -17.247940318      -8.517351e+00
## 139   CGNX        13.1038981       9.862956883       3.402732e+01
## 140    CHD        -6.8965541      -4.418081562      -3.849731e+00
## 141   CHDN         5.4316897       6.458994553       1.677733e+01
## 142    CHE         2.5769162      -2.369655049      -1.134865e+01
## 143    CHK        -1.3341180      -8.707153220      -5.695973e+00
## 144   CHRD         6.1349302      -1.890348028      -1.764811e+00
## 145   CHRW         2.4162417       6.965663954       2.559153e+01
## 146   CHTR        17.9381958      19.014223715       2.294695e+01
## 147     CI         1.4665511       1.405672639      -3.272812e+00
## 148   CIEN        10.9274284       4.531656585       1.554114e+01
## 149   CINF        10.0818102       6.271147730       4.301042e+00
## 150   CIVI         8.8026469       0.004163071       4.953857e-01
## 151     CL         0.4020155       2.343175400       9.957098e+00
## 152    CLF         8.2936796      -9.023414638      -1.412398e+01
## 153    CLH         4.0627484       9.576836943       1.748085e+01
## 154   CLVT        15.4135276       1.993353587      -1.400560e+01
## 155    CLX        -1.9981270       1.116403593      -6.926080e+00
## 156  CMCSA         8.2233393       1.847532629      -1.054470e+00
## 157    CME         0.4274146      -5.632067164      -8.426929e+00
## 158    CMG       -15.7722124      -9.007815633      -9.605447e-01
## 159    CMI         9.3648343       5.326979301       2.901615e+00
## 160    CMS         3.9701382      -2.124260384       3.062214e+00
## 161    CNA         8.0081217       6.565766379       9.419480e+00
## 162    CNC         4.0970044     -11.849490733      -8.873940e+00
## 163    CNH         2.2222177      -3.730662929      -4.848868e+00
## 164    CNM         4.8337199     -10.572323494      -3.126675e+00
## 165    CNP        -7.8387081      -6.050641026       1.177419e-01
## 166   CNXC        24.0089247      13.455800312       2.826275e+01
## 167   COHR         9.6009846      39.190598031       5.373449e+01
## 168   COIN         6.5861448      11.387194106       6.369756e+00
## 169   COLD        10.5211454      10.091936245       2.439084e+01
## 170   COLM        -2.6798774      -7.340088442       1.041426e+00
## 171    COO        -1.6583070      -6.841672799      -1.679757e+00
## 172    COP         5.2828781      -4.335193031      -1.071873e+01
## 173    COR        -4.9831330       3.823473203      -4.962743e+00
## 174   COST        -2.2945671       6.222768358       1.791327e+01
## 175   COTY         3.6847455      -3.431836649      -1.334474e+01
## 176   CPAY        16.3042143       7.506133463      -4.239914e+00
## 177    CPB         3.3756693       0.972625482       3.375669e+00
## 178   CPNG         4.5120162      -7.186409775      -6.205985e+00
## 179   CPRI        11.5663474       0.711237522      -3.040254e+00
## 180    CPT         2.4301045       6.008198597       1.387818e+01
## 181    CRH         6.0734496       2.295489142       5.307621e+00
## 182    CRI        -1.1044517      -6.268864876      -1.409882e+01
## 183    CRL         8.3460411       2.632292732      -5.338778e+00
## 184    CRM        10.6201368      -9.631900980      -7.319448e+00
## 185   CROX       -14.6280218      -5.760969513       7.648506e+00
## 186   CRUS        12.1903202      25.439669685       6.931750e+01
## 187   CRWD        -5.2527590       5.648110631       2.316035e+01
## 188   CSCO         4.0379646       1.888059643      -1.021825e+00
## 189   CSGP         5.8297782     -11.375932558      -9.040417e+00
## 190    CSL         4.2547124       3.111521911       1.625315e+01
## 191    CSX         6.9633850       7.220375861       2.124928e+00
## 192   CTAS         2.0309194       3.643117473       9.085879e+00
## 193   CTLT         5.0481184       5.258368700       3.248259e+00
## 194   CTRA         2.5862112      -1.688212743      -1.970691e+00
## 195   CTSH        12.1258261       7.268501512       9.349439e+00
## 196   CTVA         4.4517318      -4.048526369      -1.492379e+00
## 197   CUBE         8.9376640      12.977972902       1.732952e+01
## 198    CUZ         9.1588863       7.045537046       1.204413e+01
## 199    CVS        -1.5571173       4.780186928      -1.232117e+01
## 200    CVX         2.8957125      -1.375253936      -2.141144e+00
## 201     CW         2.5448658       0.247376716       1.286733e+01
## 202    CZR         6.2800706      11.744872962       1.661558e+00
## 203      D         3.7838989      -3.710592069       2.503461e+00
## 204    DAL        -7.1803165     -11.889717681      -6.342355e+00
## 205    DAR         8.8405775     -12.409610048      -1.295781e+01
## 206   DASH        -3.6932120      -3.616381707      -1.594001e+01
## 207    DAY        13.1204247      -8.910726773      -6.190955e+00
## 208     DD         1.8458904       3.865189129       1.191544e+01
## 209   DDOG        12.2489307       6.899372448       3.424551e+00
## 210     DE        -0.9853244      -2.004292871      -4.587351e+00
## 211   DECK        -9.4725243       1.459314418       1.005993e+01
## 212     DG         1.1617608     -10.195888256      -1.027767e+01
## 213    DGX         8.8112091       4.226164886       9.288805e+00
## 214    DHI        16.3988520       8.622302576       9.844178e+00
## 215    DHR        -1.9802319      -5.304556144      -2.762820e-01
## 216   DINO        -5.6003012     -13.497360352      -1.358556e+01
## 217    DIS        -2.5376447      -3.966324306      -1.300299e+01
## 218   DKNG        -7.9537541      -8.229597987      -3.397228e+00
## 219    DKS        -0.5270744      20.739474552       1.044008e+01
## 220    DLB         2.1460316      -1.457789266       1.986842e+00
## 221    DLR         8.5383808      13.450197256       1.814283e+01
## 222   DLTR        -2.2566190      -8.613772900      -1.447454e+01
## 223    DNB        13.9013381      -2.359534729       9.701310e+00
## 224    DOC         8.2135574       6.734184277       1.607120e+01
## 225   DOCS         6.4949236       4.225854192       1.940602e+01
## 226   DOCU        11.6342950      -4.992482709       3.350422e-01
## 227    DOV         4.7595624       3.208218407       1.145697e+01
## 228    DOW        -1.3347737      -5.999953242      -2.404957e+00
## 229    DOX         9.1150299       1.423568427      -3.766524e+00
## 230    DRI        -3.4056297      -1.940798910      -5.846811e+00
## 231     DT         1.9417480      -8.676749559      -4.648652e+00
## 232    DTE         3.7351871      -1.217900403       5.115202e+00
## 233    DTM         3.4783868       7.679707262       1.394452e+01
## 234    DUK         6.4980518       2.059779576       9.569368e+00
## 235   DUOL       -11.5800399       3.543592064      -1.506824e+01
## 236     DV         8.1676437       7.074467966      -3.397836e+01
## 237    DVA        -3.1573063      -0.699402411       2.845193e+00
## 238    DVN         5.6736090      -2.327076845      -7.529364e+00
## 239    DXC         6.5975958      22.878689029      -7.608699e+00
## 240   DXCM        -0.4972581     -11.296239065      -1.338806e+01
## 241     EA         6.1825728      13.994055164       1.552724e+01
## 242   EBAY         1.5948638       6.769980182       8.686629e+00
## 243    ECL         0.7809668       4.581287980       1.188474e+01
## 244     ED         1.2833327      -4.971967336      -5.440423e-01
## 245   EEFT         2.4908005      -4.835746122       2.665154e+00
## 246    EFX         9.4292775      11.332451398       1.807310e+01
## 247    EGP        11.1481632      11.967753671       1.176509e+01
## 248    EHC         2.2640863       1.739653662       5.860575e+00
## 249    EIX         4.5397919      -2.663735849       5.469365e+00
## 250     EL        -8.8455627     -23.491494954      -3.184180e+01
## 251   ELAN       -27.0374443     -20.658686259      -1.560179e+00
## 252    ELF       -11.5613119      18.902939436       6.796993e+00
## 253    ELS         8.8750645       5.943881267       1.084916e+01
## 254    ELV         4.8984599       1.687656251       4.109079e+00
## 255    EME         1.4156223       0.746904899       1.569444e+01
## 256    EMN         1.1919204       1.052674690       4.341057e+00
## 257    EMR         9.3761492       4.547060858       8.787486e+00
## 258   ENOV         3.9677212      -7.957924926      -1.638724e+01
## 259   ENPH        -2.3863574       4.188339165       2.370457e+00
## 260   ENTG         6.3530135      12.167859694       1.618272e+01
## 261    EOG        10.0585738       2.032592137      -2.433237e+00
## 262   EPAM        22.9662297       9.458335311      -1.551654e+01
## 263    EPR         9.1548057       7.107946407       9.484129e+00
## 264    EQH         7.8940793       6.630537510       1.655831e+01
## 265   EQIX         5.0113731       2.572454237       7.231432e+00
## 266    EQR         2.7995857       4.369292044       1.050671e+01
## 267    EQT        -6.0732957     -12.891467388      -5.164103e+00
## 268     ES         2.9655172      -2.450182805       1.316899e-01
## 269   ESAB         8.3592522      -4.128278937      -4.473683e+00
## 270    ESI         2.6211830      18.888497783       1.958259e+01
## 271    ESS        -1.1663438       6.477404175       1.615557e+01
## 272   ESTC         7.6475365       8.208405487       1.544763e+01
## 273    ETN         1.4866151      -1.268086701       6.589372e+00
## 274    ETR         2.2819402      -5.034142905       2.287156e+00
## 275   EVRG         3.7310615      -1.545928605       6.048513e+00
## 276     EW        -0.8924461      -2.889078024      -2.278820e-02
## 277   EXAS        18.4875962      -7.193576711      -2.181647e+01
## 278    EXC         1.8056717      -7.788166326      -4.484378e+00
## 279   EXEL         5.5658664       8.277829368      -2.275658e+00
## 280    EXP         7.5367640       1.519420568      -2.950724e+00
## 281   EXPD        -2.3528470       3.923449937       8.197301e+00
## 282   EXPE        12.1727926      25.055946731       3.466148e+00
## 283    EXR         3.4718748      13.986543523       2.493365e+01
## 284      F        22.1562038      18.436226464       1.255625e+01
## 285    FAF        10.0903618       2.305686242       1.514389e+00
## 286   FANG        10.6898929       6.359380141       3.308550e+00
## 287   FAST         6.2817585       4.101939506       2.845653e+00
## 288   FBIN        10.5473460       4.419861027       4.607476e-01
## 289    FCN         9.3533824       2.012192124       6.883600e+00
## 290    FCX         5.2985790      -7.553593778       4.640319e+00
## 291    FDS         8.6131018      -1.457042030       5.580398e+00
## 292     FE         2.0958956      -3.611177408       3.349154e+00
## 293   FERG         6.8786488       2.379529842       2.384370e+00
## 294   FFIV         7.9577571       5.517753650       1.542473e+00
## 295     FI         5.1173949       2.860505986       1.126199e+00
## 296    FIS        -0.1817012      -1.076832977       7.467161e+00
## 297   FIVE       -10.4099013     -22.674242655      -3.093578e+01
## 298   FIVN        13.8937383     -12.945664093      -2.407715e+01
## 299    FIX         0.8679963       0.815626572       7.081852e+00
## 300    FLS         8.1218136       2.652454068       9.913127e+00
## 301    FMC         7.7567993      -6.531110973       2.042840e+00
## 302    FND       -20.7912499     -18.770863615      -1.370374e+01
## 303    FNF        10.9053876       4.200538579       8.257913e+00
## 304   FOUR         5.8806453       7.753541303       1.853413e+01
## 305   FOXA         9.4457679      11.743229037       1.583097e+01
## 306     FR         7.7606576       6.396602589       1.033467e+01
## 307   FRPT        -5.7770056      -2.399937601       1.747434e+01
## 308    FRT         8.8086878       8.486420929       6.820156e+00
## 309   FSLR       -15.6725220       4.309084609       2.284841e+01
## 310    FTI        13.6363640       5.302748831       8.564055e+00
## 311   FTNT         0.5579003      -2.984834105      -8.209882e+00
## 312    FTV         7.6524405       2.471978930      -2.099257e+00
## 313   FYBR        11.7389608       5.603609487       2.278093e+01
## 314      G         8.6312427      -0.366053975       7.063202e+00
## 315    GAP        -6.2481680      12.685422127       1.581108e+01
## 316     GD        -1.6608259      -1.349650851       1.129815e-01
## 317     GE        -1.1179904       1.320277550       3.109464e-01
## 318    GEN         8.5738538       2.115775339       2.430589e+01
## 319    GFS         7.0627508      -0.765867948       1.741100e+01
## 320    GGG         5.5728717       1.840046065      -5.406607e+00
## 321   GILD        13.4441738       7.770132471       8.188168e+00
## 322    GIS        -4.7287401     -10.083770213      -1.032501e+01
## 323     GL        10.4084888       6.526370439       1.717056e+01
## 324   GLOB        30.2704044      15.454022638       1.110558e+01
## 325   GLPI        11.4861785       8.047587651       1.497117e+01
## 326    GLW        14.8967940      27.611495329       4.764564e+01
## 327     GM         4.9114728      11.089257368       1.064589e+01
## 328    GME        15.5465588      29.023507381       1.809055e+02
## 329   GMED         7.6395151       8.481202090       4.070606e+01
## 330   GNRC        14.6529307       3.241911521       1.699485e+01
## 331   GNTX         3.5948631       2.810753303       1.891198e+00
## 332     GO         0.1438101      -9.173915697      -2.317029e+01
## 333   GOOG         5.1289309       3.437169116       1.612749e+01
## 334  GOOGL         5.0431206       3.531671860       1.634721e+01
## 335    GPC         1.7080523      -5.810276090      -1.265342e+01
## 336    GPK         1.3052979       1.234291129       3.552062e+00
## 337    GPN        11.8208483      -3.701544789      -1.851027e+01
## 338   GRMN         8.1010441       2.243699157       2.249013e+01
## 339   GTES         4.2383206      -4.876686277      -3.852693e+00
## 340   GTLB        17.7865655     -12.910432453      -9.664768e+00
## 341   GWRE         4.8926317      15.186383819       2.492530e+01
## 342    GWW         6.8773045       3.271419006       3.599412e+00
## 343    GXO        18.3418184       5.024467471       1.130834e+01
## 344      H         7.7015079       8.040355490       8.393742e+00
## 345    HAL         9.1681832      -3.955889645      -6.345170e+00
## 346    HAS         2.4068605      -0.576183727       8.021890e+00
## 347   HAYW         3.5232403      -6.689187556       8.029242e-01
## 348    HCA        -6.3791692      -0.495568422       3.088400e-02
## 349     HD         4.3094910      10.571478867       9.641887e+00
## 350    HEI         0.9325935       6.825312535       1.273976e+01
## 351    HES         5.0233708      -2.341348415      -3.791235e+00
## 352    HHH        11.6666601       9.902181679       1.393135e+01
## 353    HIG         0.4682480       1.312228996       3.429020e+00
## 354    HII         8.7545286       5.947054709      -2.047131e+00
## 355    HIW        11.0389579       9.080677771       1.662134e+01
## 356    HOG         6.8215325       4.465002866      -8.126536e+00
## 357   HOLX         9.7803243       5.244796610       1.645286e+00
## 358    HON         2.6307179       7.350996268       1.196305e+01
## 359    HPE        -1.8772889      21.256436092       2.810099e+01
## 360     HR        11.2207297      12.820524960       2.803781e+01
## 361    HRB         4.9905887       4.217500931       1.773407e+01
## 362    HRL         4.2120721     -13.123229881      -9.933954e+00
## 363   HSIC        -1.0105484      -7.726967457      -7.105560e+00
## 364    HST         4.6170792       2.335361156      -2.704487e+00
## 365    HSY         3.9621365      -8.381963395       2.226609e+00
## 366   HUBB         0.9465215      -2.812843136      -1.347706e+00
## 367   HUBS       -13.0231321     -19.991818022      -2.500384e+01
## 368    HUM        13.4506895      11.511085886       2.091191e+01
## 369    HUN         3.0474551      -4.672391910      -4.673460e-01
## 370    HWM         1.4713274      -4.021703313       2.574121e+01
## 371    HXL         9.1210875      -1.959956113       8.835228e+00
## 372    IAC         9.2439739      -1.537105643       2.267646e+00
## 373    IBM         8.9475197       7.113627732       2.999351e+00
## 374    ICE         9.1949017       8.846935821       1.291030e+01
## 375    IDA         4.0404017      -2.780343885       1.574869e+00
## 376   IDXX        -0.8101702      -3.649412341       1.158364e+00
## 377    IEX         4.5353437      -2.575861589      -8.649289e+00
## 378    IFF         2.4753227       0.633062895       1.532222e+01
## 379   ILMN        19.0901446      19.632419673       3.435999e+00
## 380   INCY         4.1666690      11.498254876       2.391094e+01
## 381   INFA       -12.1131430     -12.433687066      -1.586492e+01
## 382   INGR         1.8589816      -0.764432689       3.124085e+00
## 383   INSP       -10.1982985      -4.298738599      -3.766511e+01
## 384   INTC        12.1123128       8.191562375       5.819176e-01
## 385   INVH         1.0860327       2.666406811       5.824897e+00
## 386   IONS        22.6377975      33.369016797       1.912046e+01
## 387     IP        -1.5999990       9.849772346       3.372877e+01
## 388    IPG         3.6173078      -1.588991348      -3.296243e-02
## 389   IPGP         9.5998096       3.635532481       6.184841e+00
## 390    IQV         9.4629513       1.565086870      -2.367779e+00
## 391     IR         6.0900838       5.399159123       1.081145e+01
## 392   IRDM         3.0054579     -14.868291539      -7.699929e+00
## 393    IRM        12.7170280      21.573702331       3.149323e+01
## 394   ISRG         0.6919563       8.927911696       1.615838e+01
## 395     IT         4.4364819       3.727606492       3.517967e+00
## 396   ITCI         4.0937946      17.268656261       6.161326e+00
## 397    ITT         8.9881720       2.797617776       1.043960e+01
## 398    ITW         6.0309405       2.497715002       1.737080e+00
## 399    IVZ        11.5020226       3.258140482       1.453765e+01
## 400      J         6.9078020       8.839073405       4.444270e+00
## 401   JAZZ        -5.8484238      -0.822665114      -3.264340e+00
## 402   JBHT        13.1105451      10.441767955       5.313228e+00
## 403    JBL        -6.4643964       0.237706449      -2.266356e+00
## 404    JCI         5.0273554      -0.392669124       1.136090e+01
## 405    JHG         8.5569374       6.089745139       1.571686e+01
## 406   JKHY         4.6421390       0.719448050       2.292437e+00
## 407    JLL        11.1720221      17.602363110       2.901881e+01
## 408    JNJ         3.6800461      -0.152089036       1.785688e+00
## 409   JNPR         4.8958896       8.571225548       4.546702e+00
## 410    JWN         9.1954029      12.961051024       2.143887e+01
## 411      K        -2.9761897      -7.494895874      -9.555766e-01
## 412    KBR         5.5425445       1.773079369       5.545985e+00
## 413     KD         7.8709170      -1.473759353       3.357699e+01
## 414    KDP        -4.7054136      -3.218176883       3.485845e+00
## 415   KEYS         9.8163115       2.118069206       1.811992e+00
## 416    KHC         0.5203559      -7.507488057      -1.273099e+01
## 417    KIM        12.7127766      12.812622157       1.517425e+01
## 418   KLAC         0.4482727      13.336122930       3.405289e+01
## 419    KMB         0.5576361       7.477210788       5.660134e+00
## 420    KMI         2.5329275       2.532927479       9.578556e+00
## 421   KMPR         7.0933980       4.827237363       9.019915e+00
## 422    KMX        17.5104848      16.743080753       2.056248e+01
## 423   KNSL         2.2423454       4.614648739      -1.316506e+01
## 424    KNX        10.9784680      12.403624380       6.101910e+00
## 425     KO         2.6185480       2.954523808       6.808524e+00
## 426     KR         3.1165788      -0.111821325      -3.140251e+00
## 427    KRC        15.1064076       7.749863359       8.963769e+00
## 428    KSS         4.7708164     -11.878827941      -9.831914e+00
## 429      L         2.8215243       2.895605096       2.211596e+00
## 430    LAD         9.3160567       4.160838773       4.515673e+00
## 431   LAMR         4.9611972       0.845714358       6.211718e+00
## 432  LBTYA        10.3188446      11.875369962       1.395209e+01
## 433  LBTYK        10.3585642      10.799996512       1.221064e+01
## 434   LCID        54.4747133      39.788737626       5.753968e+01
## 435   LDOS         5.5188757       1.285106806       1.828665e+01
## 436    LEA         8.0366498      -2.810305862      -6.697019e+00
## 437   LECO        14.0534180      -6.265659452      -1.202803e+01
## 438    LEG         8.9177442       8.645875825      -3.061221e+01
## 439    LEN        14.4526508       4.611876869       9.321761e+00
## 440   LFUS         4.2642225       5.082925634       1.895975e+01
## 441     LH         4.8426178       5.821472218       4.483249e+00
## 442    LHX         8.0782219       7.283815655       1.636017e+01
## 443    LII         5.2883380      17.467931115       2.158101e+01
## 444    LIN         1.2976707       2.786195160       4.720849e-01
## 445   LITE        19.1811173      28.428607494       4.065699e+01
## 446    LKQ        10.6071745       1.932585858       9.651299e+00
## 447    LLY         5.6244777      17.235459857       2.648754e+01
## 448    LMT         1.8652139       0.732285766       2.534210e+00
## 449    LNC         6.3126351       8.531090408       1.585968e+01
## 450    LNG        10.9055883      11.779777269       1.276024e+01
## 451    LNT        10.1572003       4.873371349       1.045476e+01
## 452    LNW         6.6977861       8.481223046       1.176783e+01
## 453   LOPE        12.5194409       3.906147900       1.801865e+01
## 454   LPLA       -15.2562090     -11.132948538      -1.011660e+01
## 455    LPX         1.1168787      -2.882226810       2.164639e+01
## 456   LRCX        -1.2472732      11.825904544       2.147594e+01
## 457   LSCC         4.8642380     -14.108336776      -7.385612e+00
## 458   LSTR         4.7187590       5.912594183       1.030992e+01
## 459   LULU        -6.8543883      -9.666233252      -1.999561e+01
## 460    LUV         0.9848662       3.291935672      -1.932269e+00
## 461    LVS        -3.1602634      -7.162944217      -6.359824e+00
## 462     LW        -7.9947918     -10.684394676      -6.530535e+00
## 463    LYB         2.4952945      -1.042905124      -1.446414e+00
## 464   LYFT        -2.9027549     -16.427233459      -2.092199e+01
## 465    LYV         5.6884877      -4.716616032       7.858810e+00
## 466      M        -7.7893623     -15.511538124      -1.080293e+01
## 467     MA        -1.3159020      -3.248322292      -4.025984e+00
## 468    MAA         2.0435789       5.594542892       1.305714e+01
## 469    MAN         1.2674039      -0.010502299      -2.875197e+00
## 470   MANH         0.7498836       5.973322035       3.694224e+00
## 471    MAS         7.0759520       6.741712481       2.194848e+00
## 472   MASI       -19.0868963     -11.757147273      -1.976634e+01
## 473    MAT        -0.2929071      -6.841817015      -9.129734e+00
## 474   MCHP         1.4553268      -1.012739113       1.051903e+01
## 475    MCO         7.6842488       9.543520756       1.861213e+01
## 476    MDB        18.0077690     -29.294200608      -2.949687e+01
## 477   MDLZ         0.1251148      -6.237211281      -6.356483e+00
## 478    MDT        -1.1971424      -7.484705236      -3.068917e+00
## 479    MDU         3.9714112       1.982380056       7.393685e+00
## 480   MEDP        13.4742846      15.288041241       1.231488e+01
## 481    MET         8.3023294       4.229242500       5.579178e+00
## 482   META        -1.9419768       5.519730382      -1.173896e+00
## 483    MGM        15.4206765      14.628760610       9.171530e+00
## 484    MHK        19.0134502      10.990297472       1.697813e+01
## 485   MIDD         7.1948683       1.857690912      -6.831321e+00
## 486    MKC         7.4705709      -0.328308228      -1.683480e+00
## 487    MKL         3.3247831      -1.636315294       8.837902e+00
## 488   MKSI         5.4243187       9.874786697       2.868509e+01
## 489   MKTX        13.3070923       1.875344550       8.611111e+00
## 490    MLM         3.3725963      -0.533629121      -2.722472e+00
## 491    MMC         2.9099314       4.277617451       8.527093e+00
## 492    MMM         2.5205933       0.860483631       1.185752e+01
## 493   MNST         4.2751003      -5.414011487      -6.030147e+00
## 494    MOH         0.4641832     -10.221436084      -1.538737e+01
## 495   MORN         9.4963883       4.576999942       4.448206e+00
## 496    MOS         9.6465435      -2.799185101      -1.360834e+00
## 497     MP        14.0298520     -13.525751743      -3.656998e+00
## 498    MPC        -2.7718171      -5.045875065      -1.561912e+01
## 499   MPWR         4.4915947      17.722545302       4.571430e+01
## 500    MRK        -1.9923414      -3.494606597      -5.434716e-01
## 501   MRNA        -6.1004012     -12.909738142       1.598851e+01
## 502    MRO         6.0395318      10.193981735       4.566786e+00
## 503   MRVL         3.4494052       3.223584919       1.848245e+01
## 504    MSA         8.1651405       5.249304774       5.472950e+00
## 505   MSFT         0.7124630       4.773445862       1.049165e+01
## 506    MSI         3.2507864       7.400626763       1.491914e+01
## 507    MSM         7.2053827      -6.637432447      -8.669659e+00
## 508   MSTR        13.2616051       0.536410814       2.432767e+01
## 509   MTDR        13.6522839       3.759992444      -1.297571e-01
## 510    MTG        11.3225488      11.641223644       1.590023e+01
## 511    MTN         4.1397524      -7.639559547      -9.511575e+00
## 512   MTSI         9.4420626      14.595547433       1.872470e+01
## 513    MTZ        -3.9215654      -2.324084848       2.288224e+01
## 514     MU       -16.8448963       0.079612742       1.346390e+01
## 515   MUSA         3.3645991      12.432818753       1.910850e+01
## 516   NBIX        12.6776679       4.909280503       5.253766e+00
## 517   NCLH        20.0353663      20.318963214       4.247696e+00
## 518   NCNO         3.7154655       3.028388206       8.289125e+00
## 519   NDAQ         7.3063226       1.789986460       4.039390e+00
## 520   NDSN         4.8061980       0.090481644      -6.909832e+00
## 521    NEE         2.0726785      -5.957450698       9.313812e+00
## 522    NEM        15.6257441      10.377166760       2.890508e+01
## 523    NET         6.1583144      12.866361990      -4.472008e+00
## 524    NEU         5.9081929       1.983050259      -5.005897e+00
## 525    NFE         4.9504993     -18.234322866      -2.033163e+01
## 526    NFG         6.1279239       2.290622680       7.371844e+00
## 527   NFLX        -4.2804813       0.877641306       1.359931e+01
## 528     NI         6.9825469       2.807263188       8.548335e+00
## 529    NKE       -23.1799950     -21.251307923      -2.225639e+01
## 530    NNN         7.9620840       7.326259682       1.279398e+01
## 531    NOC         2.1910245      -7.377159080      -7.919610e+00
## 532    NOV         7.4931091       2.522709064       3.881706e+00
## 533    NOW         4.1935434      -2.092530728       2.677639e+00
## 534    NRG        -4.3668630      -7.948935678       7.503178e+00
## 535    NSA         7.9003559      24.611442967       2.969404e+01
## 536    NSC         5.7898478       4.485778949      -3.614766e+00
## 537   NTAP         2.6473475      16.969821671       3.288817e+01
## 538   NTRA         5.9727796       5.708479755       2.570299e+01
## 539    NUE         7.1271107      -3.136223739      -4.533944e+00
## 540   NVDA        -6.8004159      32.483145656       5.331931e+01
## 541    NVR        12.7356874      11.545332817       8.486035e+00
## 542   NVST        -0.8823507      -8.174386751      -1.666666e+01
## 543    NVT         1.7928769      -2.415858740       1.224462e+01
## 544    NWL         0.6042295     -18.211683580      -5.708279e+00
## 545   NWSA         5.2943369       8.178012803       1.556278e+01
## 546   NXST        18.6652671      11.172776362       1.166143e+01
## 547      O         6.6894258       3.366527498       7.145496e+00
## 548     OC         1.6151008       2.070497167       8.701852e+00
## 549   ODFL        17.6226119      16.350354383      -6.900611e+00
## 550    OGE         5.6580878      -0.278084524       9.364851e+00
## 551    OHI         9.2077126      12.547288920       1.888659e+01
## 552    OKE         6.2453159       2.469578712       7.164887e+00
## 553   OKTA        14.6790020      -0.976521889       6.379142e+00
## 554   OLED        12.9412900      35.292419896       5.392040e+01
## 555   OLLI         6.0485519      42.561361286       3.823041e+01
## 556    OLN         1.4548352     -10.066271301      -5.918664e+00
## 557    OMC         4.5963085       1.177648207       1.983029e+00
## 558     ON        11.3247478       8.129632235       2.765888e+01
## 559   ONTO         3.7889631       3.235315897       3.517319e+01
## 560   ORCL        -1.1251064      14.749779782       2.426158e+01
## 561    ORI         5.9795208       1.581076204       6.742242e+00
## 562    OSK         7.2258392      -4.121623205      -5.403899e+00
## 563    OVV         5.4854144      -1.370193252      -7.575446e+00
## 564    OWL         3.6681754      -2.906970467      -8.251501e-01
## 565    OXY         1.4038567      -1.577553380      -7.477941e+00
## 566    PAG        10.1462067       4.550735113       7.062611e+00
## 567   PANW         6.7756015       8.611947642       1.533613e+01
## 568   PARA        24.3496457      -0.751722809      -5.737504e+00
## 569  PARAA        28.8484134       1.292717555      -4.884746e+00
## 570   PATH        12.7886283     -36.180904258      -3.503836e+01
## 571   PAYX        -0.9405396      -1.286736241       3.020213e+00
## 572   PCAR         1.1049194       3.115529790      -3.638735e+00
## 573    PCG        -0.2804162      -6.288886239       4.540941e+00
## 574   PCOR        13.3754926       2.092826403      -2.788829e-02
## 575   PCTY        12.5868430     -12.666589627      -5.135954e+00
## 576    PEG         1.7055503      -0.005743847       1.301804e+01
## 577   PEGA         6.5634511      -1.958860918       2.124810e+00
## 578    PEN        11.7707217      -1.737999202      -4.350995e+00
## 579   PENN         9.1607247      21.267518608       1.417097e+01
## 580    PEP        -1.0331566      -8.295154755      -3.014177e+00
## 581    PFE         7.6249560       3.291321725       1.377235e+01
## 582    PFG        10.8318477       4.956710844       7.506270e+00
## 583   PFGC        -5.2283709      -9.836525004      -6.842786e+00
## 584     PG        -0.9551481      -0.831601931       3.374614e+00
## 585    PGR        -0.3086525       0.343642211      -1.831830e+00
## 586     PH        12.2033068       3.988151090       3.625613e+00
## 587    PHM        12.0748568       5.833859754       1.065814e+01
## 588    PII         9.3862365       4.424063929      -7.307456e-01
## 589   PINC         5.5005558       0.284619865      -7.774389e+00
## 590   PINS        -7.8245201      -1.806793617       2.344033e+01
## 591     PK         2.5932415      -5.497906136      -8.322234e+00
## 592    PKG         2.7437001       5.734570251       1.252242e+01
## 593    PLD        10.3952671      10.793492380       1.689173e+01
## 594   PLTR        11.0379567      34.981169422       3.248614e+01
## 595    PNR         4.6362658      -1.174793197       6.129731e+00
## 596    PNW         7.7736190       2.454845513       9.406055e+00
## 597   PODD         2.5407361      10.175615070       2.039816e+01
## 598   POOL        -0.2930023      -9.225629599      -9.871096e+00
## 599   POST         5.9025438       2.272513504       2.671108e+00
## 600    PPC        10.1041381       3.519444255       9.518470e+00
## 601    PPG         4.1999019      -0.373886194       2.646792e+00
## 602    PPL         0.8915864      -4.325517849       4.806410e+00
## 603     PR         7.8469404       2.717716481      -2.005619e+00
## 604   PRGO         6.0274031      -7.896536955      -1.025274e+01
## 605    PRI         6.6429023       8.785453822       1.542145e+01
## 606    PRU         9.3801273       7.365916793       1.413699e+01
## 607    PSA         4.8721740       9.184753512       1.784973e+01
## 608    PSN         3.0872158       3.902505178       1.033787e+00
## 609   PSTG        -6.4520848       6.726754781       2.343629e+01
## 610    PSX         2.8928873      -3.024840111      -1.130012e+01
## 611    PTC         6.3861776       0.771885737       2.017291e+00
## 612    PVH        -6.0271804      -6.664375706      -5.429742e+00
## 613    PWR        -7.7304790      -4.627119314       2.981507e+00
## 614   PYCR        17.3094204      -6.303725731      -2.542760e+01
## 615   PYPL         4.5500719      -3.572538464      -4.066427e+00
## 616   QCOM        -7.6841806       4.804142991       3.046119e+01
## 617   QDEL        -4.0999693     -17.412326999      -1.547030e+01
## 618   QGEN        -2.6971436      -5.442027406       1.623300e+00
## 619   QRVO        12.6405786      31.860403644       1.966105e+01
## 620      R        13.3756313       8.971984915       1.193001e+01
## 621   RARE        20.9780937      11.557413541       3.546882e-01
## 622    RBA         1.6235832       8.118423099       1.149897e+01
## 623    RBC        10.6551239       3.795375992       2.466250e+01
## 624   RBLX        14.9860641      26.820275720       1.371901e+01
## 625    RCL        13.5991560      14.149257796       2.590912e+01
## 626    RCM         4.0734765       6.107491989       1.089361e+01
## 627    REG         6.4911676       9.453444623       9.617398e+00
## 628   REGN         5.3776795      10.165498947       2.068399e+01
## 629   REXR        13.9518490       9.523155695       1.470753e+01
## 630   REYN        -4.4671117      -7.049959474      -4.376594e+00
## 631    RGA         3.6387373       2.007725919       1.301540e+01
## 632   RGEN         9.7560976     -19.113238504      -2.118169e+01
## 633   RGLD        15.1780516       4.604420522       1.667983e+01
## 634    RHI         3.4628666      -3.195251025      -6.957545e+00
## 635   RIVN        62.7949164      78.507464613       9.845133e+01
## 636    RKT         8.6713270       6.877579110       2.304038e+01
## 637     RL        -4.3343441       3.575156957       3.525852e+00
## 638    RLI         0.6852711      -2.989900503      -2.024859e+00
## 639    RMD        -2.5769074      -5.259294357       1.250692e+01
## 640   ROIV         7.1033164       3.383794568       6.124315e+00
## 641    ROK        13.0844015       8.880750894       7.022993e+00
## 642   ROKU        23.2248332      11.661207511       4.842892e+00
## 643    ROL        -0.9849293       5.935479560       1.587089e+01
## 644    ROP         1.3795818       4.881236854       5.227204e+00
## 645   ROST         0.1210501      12.811348672       1.214172e+01
## 646    RPM         3.2624245       2.474721807       7.101141e+00
## 647    RRC         0.9345728      -7.784213310      -5.313699e+00
## 648    RRX        11.1811751       0.390577186      -4.990384e+00
## 649     RS         8.6302534       2.729528409      -1.652040e+00
## 650    RSG         6.7229150       9.796185425       7.417191e+00
## 651    RTX        -1.0403740      -1.659868497       2.883948e+00
## 652   RVTY         5.4338787      -0.097142449       9.294691e+00
## 653   RYAN         7.9948059       7.814816995       1.423434e+01
## 654    RYN        -3.8461563      -3.150876774      -3.850610e+00
## 655      S        20.4845779      -2.971175605       3.304999e+00
## 656   SAIA        12.2070514      34.227452618      -6.747458e+00
## 657   SAIC         7.1020408     -10.220997983      -3.660014e+00
## 658    SAM        -2.7879247       5.791822673       4.264247e-01
## 659   SCCO         3.5089384     -11.767029205       1.970084e+00
## 660    SCI         4.4624231       7.303631225       5.973290e+00
## 661    SEE         0.9046117      -3.357395095       1.754909e+01
## 662   SEIC         6.1891721       2.740261755       4.963748e+00
## 663    SHC        13.7566089      18.457293038       1.335676e+01
## 664    SHW         8.7311305       5.303906309       8.195317e+00
## 665   SITE         9.4947352      -7.109554231      -1.179833e+01
## 666    SJM         4.5838918       4.854542093       7.646402e-01
## 667    SKX        -8.1055222      -1.696148623       1.272636e+01
## 668    SLB         9.6309687       1.533662950      -1.048217e+00
## 669   SLGN         3.7525557      -2.461270318      -3.018878e+00
## 670   SMAR         9.5538275       8.475386915       1.799425e+01
## 671    SNA         3.5535269       1.006886470       3.474091e+00
## 672   SNDR        15.3284676      19.522247325       2.008763e+01
## 673   SNOW         6.7476554     -16.286644279      -9.896138e+00
## 674   SNPS        -1.1768290       7.257707967       1.621043e+01
## 675    SNX       -10.4924336      -7.028292857       2.562368e+00
## 676     SO         4.0800643       1.679629419       1.175771e+01
## 677    SON       -10.0964049     -16.533767474      -7.806553e+00
## 678    SPB        -6.7889752      -9.859815127       5.870768e+00
## 679    SPG         3.1241435       3.741592357       6.764803e+00
## 680   SPGI        12.1463851      11.356588405       1.852689e+01
## 681   SPOT        -3.6786041      -2.108678330      -1.585835e+00
## 682     SQ        16.4297220       0.783103820      -4.174976e+00
## 683   SRCL        -0.5304544      28.039645626       1.549771e+01
## 684    SRE         2.5262715      -1.789246527       7.658327e+00
## 685   SRPT        26.7699115      15.381041947       2.720286e+01
## 686    SSD        11.1790343      10.155671674       1.244041e+01
## 687   SSNC         9.0012880       6.919145855       1.103952e+01
## 688     ST         9.2176584      -0.610902340       2.382923e+01
## 689   STAG         7.4992053       6.982269751       9.032892e+00
## 690    STE         5.1454959      -1.055385273       1.076570e+01
## 691   STLD         6.5599893      -0.855994056      -7.155735e-01
## 692    STZ        -5.9017608      -1.151484269      -4.807521e+00
## 693    SUI        10.0994095       4.115358284       6.439822e+00
## 694    SWK         7.0248429       3.080734386       1.612120e-01
## 695   SWKS        13.3571296      30.535433623       2.241990e+01
## 696    SWN         1.6296316      -7.919458938      -7.171850e+00
## 697    SYK        -4.1457211       1.121029625      -2.074795e-01
## 698    SYY         1.2184893      -2.329266554      -4.410607e+00
## 699      T         5.9995860      10.787054584       1.595712e+01
## 700    TAP         4.5951913      -3.877182919      -1.738650e+01
## 701    TDC         5.9823905       6.143553504      -5.163037e+00
## 702    TDY         4.4128733      -1.098303637      -8.942132e-01
## 703   TEAM        19.5782784       2.875593951      -8.157844e+00
## 704   TECH         7.0834432      -3.459124232       2.545183e+01
## 705    TER         7.4135089      16.204462267       6.338540e+01
## 706    TFX        13.4544047       7.648244780       8.785291e+00
## 707    TGT         8.7484199      -0.494295396      -6.265679e+00
## 708    THC        -2.9961423       2.324331670       3.630697e+01
## 709    THG         8.9451119      -1.844286331      -6.165943e-01
## 710    THO        13.3728489       5.849928452       9.245258e-01
## 711    TJX         4.3170626      17.727741815       2.217689e+01
## 712    TKR         6.7273808      -4.269688703       1.855410e+00
## 713    TMO        -2.4157992      -5.816014304      -3.270431e+00
## 714   TMUS         3.0234696      11.754324503       1.251419e+01
## 715    TOL        12.8956955       1.867946618       1.098765e+01
## 716   TOST        13.5607246       2.902369131       1.772315e+01
## 717    TPG        16.5202508       9.997696410       9.159341e+00
## 718    TPL         8.8219637      35.382372296       4.240012e+01
## 719    TPR         4.7549376       2.262233840       9.807436e+00
## 720    TPX        12.2089424       1.788774428       6.580621e+00
## 721   TREX         1.9603203      -2.421827547      -4.824219e+00
## 722   TRGP         9.2190560      14.060921890       1.696480e+01
## 723   TRIP         0.2222273      -0.824626796      -3.093415e+01
## 724   TRMB         5.5845836       2.286215342      -1.809345e+00
## 725   TROW         2.7047681       3.756077005       9.030077e+00
## 726    TRU        14.9347912       6.969460296       1.809977e+01
## 727    TRV         4.4506299       1.211186063       2.122611e+00
## 728   TSCO        -2.3484358      -0.492176772       1.106187e+01
## 729   TSLA        38.7861066      37.491955609       7.732929e+01
## 730    TSN         7.0884669      -2.389312972      -2.293273e+00
## 731     TT         0.2721598       3.473369472       1.767118e+01
## 732    TTC         0.6351836      14.342568130       1.377521e+01
## 733    TTD         1.7128433       5.541030149       2.452201e+01
## 734   TTEK        -0.4911163      -5.435826094       9.529355e+00
## 735   TTWO        -0.8173966       1.769916766       8.735538e+00
## 736   TWLO        13.1271200      -0.777504077      -5.801463e-01
## 737    TXG         1.1633765     -16.492695771      -2.748368e+01
## 738    TXN         5.2840795       3.823934954       2.576854e+01
## 739   TXRH         2.3290022       4.069536143       1.131399e+01
## 740    TXT         9.3764518       5.879166194      -1.299456e+00
## 741    TYL        11.8460541       6.641391023       2.640282e+01
## 742      U         9.7636797     -14.153696124      -2.359308e+01
## 743     UA        -2.6706207      -0.906343562      -9.063436e-01
## 744    UAA        -4.0287732      -2.627734757      -2.627735e+00
## 745    UAL        -5.0625293     -11.238919898      -1.288173e+01
## 746   UBER         5.6448189      16.148197020       4.943503e+00
## 747    UDR         2.1715863       4.591380402       1.138265e+01
## 748    UGI         9.0579744      -0.816848506      -4.080214e+00
## 749   UHAL         6.6432448      -1.154527542       3.103292e+00
## 750    UHS        -3.5054533       2.149818431       1.162086e+01
## 751   ULTA         7.0859186       7.299066761      -2.282533e+00
## 752    UNH        14.0983316       5.280959971       1.337333e+01
## 753    UNM         8.5627493       1.668248988       4.285236e+00
## 754    UNP         9.2011850       4.037377051       3.451791e+00
## 755    UPS         9.7839000       1.313436541       6.718357e-02
## 756    URI        15.2149945       6.971016968       1.262121e+01
## 757   USFD         0.7339093      -2.156827499       5.477830e+00
## 758   UTHR         7.2376138      19.259420593       3.997100e+01
## 759   UWMC        14.3854632      15.659958487       2.955359e+01
## 760    VAC         6.0741094      -3.898873503      -1.039563e+01
## 761   VEEV         4.7107519     -10.552476224      -6.931876e+00
## 762    VFC         4.0234065      14.886597778       1.053954e+01
## 763   VICI         7.6840996       1.999061676       7.495161e+00
## 764    VLO        -0.7402996      -7.716033038      -1.055273e+01
## 765    VMC         2.8167906       0.417362904       1.517023e+00
## 766    VMI         2.7348649      10.535434016       3.301213e+01
## 767    VNO        13.8655429      21.228138597       9.555312e+00
## 768    VNT         4.9708378       2.237017845       1.609946e+00
## 769   VOYA         0.9273311      -1.436002603       6.371340e+00
## 770   VRSK         4.5907774      11.951784731       2.668560e+01
## 771    VRT        -5.8946857      -9.467842888       1.335673e+01
## 772   VRTX         4.6438992      10.628961762       2.076264e+01
## 773    VST        -1.9525055      -8.644599440       2.577550e+01
## 774    VTR         6.5863105      10.751046000       2.298043e+01
## 775   VTRS        13.2338265       4.990093402       1.293267e+00
## 776     VZ         5.1106180       6.330998120       6.116717e+00
## 777    WAB         3.4283933      -0.712008764       1.371178e+01
## 778    WAT         7.5849244      -9.930323764       1.094805e+00
## 779    WBA       -27.1880901     -29.676263878      -3.410774e+01
## 780    WBD        14.1630941       1.140686364      -5.450232e+00
## 781    WCC        11.9228035      -2.456504215       1.540237e+01
## 782   WDAY        13.4527431      -8.973955723      -8.250916e+00
## 783    WEC         3.5361909      -4.457325661      -4.299250e-01
## 784   WELL         1.9241874       4.787338926       1.470542e+01
## 785    WEN         8.7114259       2.192769896      -8.661370e+00
## 786    WEX        12.0661176      -1.392067253      -1.887873e+01
## 787   WFRD        16.2424249       8.580670386       1.369295e+01
## 788     WH         5.7718842       8.636409749       7.694386e+00
## 789    WHR        26.0688936      25.491509423       8.596269e+00
## 790    WLK        -1.0990433      -6.974721150       3.312383e-01
## 791     WM         6.2533002       6.423058131       6.193676e+00
## 792    WMB         1.2915429       2.540194733       1.047266e+01
## 793    WMS         0.8130071      -0.287236490       1.150810e+01
## 794    WMT         3.5354951       7.428993537       1.885642e+01
## 795   WOLF        -3.8846163      -6.684095854       1.072220e+01
## 796    WPC         7.1624556      -1.358383191       5.088097e+00
## 797    WSC         6.0860434      -3.415333990       7.040762e+00
## 798    WSM         1.9165308       3.689807598       1.435086e+01
## 799    WSO         6.4548920       7.685243585       2.638832e+01
## 800    WST         2.1858537      -2.344149978      -1.565608e+01
## 801   WTRG         9.0319133       2.439016525       1.208631e+01
## 802    WTW         3.8061385       4.456230472       5.779502e-01
## 803     WU         1.8593389      -0.832355397      -4.162616e+00
## 804    WWD         0.9271801       2.597402924       2.485904e+01
## 805     WY         2.9788704      -3.788421037      -5.608878e+00
## 806      X         3.0482902       5.641599253       8.171881e-01
## 807    XEL         1.5248540      -3.984131812      -1.430423e+00
## 808    XOM         6.0888663      -1.535846846      -3.344182e+00
## 809    XPO        14.8567543      10.896174002      -1.795762e+00
## 810   XRAY         5.1469029      -4.323772650      -1.257065e+01
## 811    XYL         0.6340338      -2.960188785       8.345770e+00
## 812   YETI        -1.3125373      -0.573860645       9.870411e+00
## 813      Z        10.1999183      27.616343305       2.381389e+01
## 814    ZBH         0.9455848      -9.496769159      -1.137356e+01
## 815   ZBRA        13.7205791       4.344586686       2.140585e+01
## 816     ZG        10.5783442      25.789480361       2.176934e+01
## 817     ZI         1.3559309      -8.282208028      -2.449495e+01
## 818     ZM         5.2481779      -7.359850796      -3.992209e+00
## 819     ZS        13.2155348      14.770030524       1.480895e+01
## 820    ZTS         7.8097424       5.856834143       2.229875e+01
##     wk_price_change_16 wk_price_change_20 wk_price_change_24 wk_price_change_28
## 1          -5.45395014        3.005622735         1.67854365        -1.59715413
## 2          22.71697403       45.672413170        27.06479146        16.76533777
## 3           9.41983180       10.484795146        28.53199977        28.30588442
## 4         -23.88780680       -0.965986076        -4.64754516         3.93624073
## 5          38.55311361       28.751301742        25.20663564        26.82534013
## 6          -3.81774147       -3.710266896         4.50460478         8.86977089
## 7          -9.63618194       -0.526110131         1.21787476        12.47769134
## 8          -6.92636859      -13.084510764        -8.55032430        -5.07197380
## 9           7.19726740       11.339141540        20.51377315        28.53738807
## 10        -10.83333251      -21.629657233       -18.80483006       -12.49680362
## 11         -6.80300962       -4.428278877        -8.26526667       -12.44504400
## 12         -4.79527667        3.149095500         2.80412808         0.93618332
## 13         -2.58652105      -13.289081692       -11.74542613        -5.19836896
## 14         11.61149945        2.543030289        -9.78088442        -2.33248214
## 15         19.16686890       19.673332814        11.90155154         5.97357209
## 16         29.28550162       29.819146172        26.03936401        26.79463469
## 17          5.28584560       23.295525808        17.32723273        -9.69866399
## 18          0.88424032       -1.052413054         4.22280246         6.53122418
## 19         -2.99996396       -1.218137667        -1.03325687         8.41449369
## 20          5.15657885        5.601183773         7.54644816         1.77671394
## 21         12.45281674       10.326021574        19.60571393        12.79000580
## 22          7.10720392       18.030712320         6.10608507        -6.89657800
## 23         -2.78616359        2.912409632         9.13442145        12.04456647
## 24         10.75512118       17.300186303        10.44308517        13.69220773
## 25        -10.36700390      -14.860051567       -21.69436124       -28.19742451
## 26        -11.68039349       -3.428909897       -16.18445172       -14.70870258
## 27         -8.31312763       -3.541873385        -0.25749125        10.62910208
## 28          0.75423436       15.208303381        18.77687164         9.36314073
## 29          1.71191844        9.923612898        12.37573187        14.88965936
## 30         -6.72227670       -5.942175946         0.93492449         1.07159584
## 31          8.94676639       10.415493450        16.63135480        19.51863248
## 32         -9.75744641       -9.539716570       -21.80330459       -16.59821556
## 33        -17.59309099      -23.489134755       -18.22348995       -33.02108576
## 34         26.23762847        7.142860225        24.81175524        12.39193281
## 35        -22.62924567      -20.928896947        -6.49693948        -7.95032689
## 36          1.58013816        5.194805195        10.38430503         5.63380240
## 37         -1.20540856        6.387056642         8.46055258        18.02371911
## 38         -3.60147502       -0.221038830         2.23012030         3.82632073
## 39          4.28506368       11.047733521        36.23325303        46.84883226
## 40         19.16978717       21.407974523        48.40326166        59.81448839
## 41         10.95289758       13.928164796         8.13758606         6.03030542
## 42         -0.17990222       -0.252807274         3.19075065        28.12094148
## 43         -2.95930997       -0.676196851         6.44959744         8.41035501
## 44          5.90529515        4.938800198         2.86255664         2.91670697
## 45          5.06834804        9.548615248        13.64848940        14.71034203
## 46         19.07092403       20.473316414         7.47217169        13.69882970
## 47          2.54972801        1.707971359         4.24417353         0.67807209
## 48         41.91850350       47.135672811        35.13272927        40.28467377
## 49         10.14830491       14.526395375         9.32597507        -2.29062820
## 50          8.25574928       11.225084557        21.39622910        28.74008784
## 51         12.07854592       25.622927303        26.70157068        20.44594668
## 52         20.28003463       31.745800508        31.72158488        54.70289116
## 53         -5.56540173       -1.608241973        -0.17826818        -6.41076626
## 54         -9.53357960       -5.365792782         0.09452652         3.84085212
## 55          5.06951941       12.193302508        15.82424742        13.82414936
## 56         -2.93176969        5.682238940        -1.55447465       -10.88827634
## 57         14.09553263       17.098955264         4.65651880        -0.77397320
## 58         -0.02606080        7.418806329        18.09786688        16.69707325
## 59         24.44356237       30.932725358        37.50612112        45.95559148
## 60        -30.25423470      -40.663298585       -37.62316088       -32.83825491
## 61         21.71895237       42.718121812       103.74381044       123.13048350
## 62          6.39700373       10.382513592        17.36892896        56.38554732
## 63         -4.15196870       -6.875552509       -15.34824420       -18.58710752
## 64          4.97167295        7.119417745         7.56132744         0.81534949
## 65         11.25425754       14.944995787        22.75844071        29.97765475
## 66          9.94511117       13.148810574        17.22292365        22.67709390
## 67          0.45999036        9.076036481        11.45622215         5.65518293
## 68          2.68489122        5.330454345        21.60535861        17.34845061
## 69         23.60088131       26.963993488        50.08465215        40.09029897
## 70          6.90682191        9.490897986         8.36160215         6.11893261
## 71          1.24591462        3.331308861         9.96976745        18.35533292
## 72         15.78340394       19.966659853        17.23036013        11.16855681
## 73         27.61480877       31.644458405        41.24079012        57.21817801
## 74         12.57048265       19.246248806        14.56309473        11.51148897
## 75        -15.16941923      -11.798439897        -8.07002299        -5.36263434
## 76          2.24597002        5.176001336        11.89713677        12.77698320
## 77          0.42823266        0.804026311        23.32504318        27.28083813
## 78         18.69456917       18.503493145        13.08892660         5.37235552
## 79          0.09086232       17.515261595        25.63618198        26.94431764
## 80         13.86765393       17.265253051        22.15945842        32.36887788
## 81          8.39809160       12.639750306        10.61299007         8.33333618
## 82          0.99339675        8.131079485        11.39591187        33.41372281
## 83         -8.09120667       -4.965576993        16.05095347        22.61102925
## 84          0.09413518        7.714865328         0.14374605        -6.85139963
## 85         -2.05514776      -12.164033035       -15.18612136       -11.82547319
## 86          7.84267877        8.321059696        10.09438970        24.94865864
## 87         -6.29040432       -0.210332804        10.50285652         9.64954967
## 88        -13.69521717      -13.732549140        -6.71078646        -7.07097347
## 89         10.08597232       12.834216183        21.66765590        15.46301002
## 90        -11.25374720       -4.240696718         1.07963429       -12.46504051
## 91         -4.24408659       -3.601349095        -1.54858026        -5.24321264
## 92         -9.04036705       -9.241823867        -9.37563774       -16.05876002
## 93          9.00982664       11.165543266        -3.41490419        -2.93803058
## 94          7.80530946       10.987606891        23.44953316        30.34453337
## 95         12.27867111       20.405371634        25.09199464        11.28873874
## 96          6.13149691        0.482272850        -8.92828128       -15.94635559
## 97        -16.10718157      -13.650451268       -28.74312723       -27.83892643
## 98         -7.63538143       -4.615758377        -5.38191223        -4.10683302
## 99         22.29656820       25.729219689        39.72476318        35.73974698
## 100        11.30162203       22.948596645        25.44751567         8.47713823
## 101         7.59807373       12.666106224        24.19424390        26.10875605
## 102       -20.09273193      -14.350797626        -6.21846890         0.03627860
## 103         3.57290326        6.774997545         9.34422827         6.80702243
## 104        -2.10850071       -5.282312417        -4.16202103       -12.40183915
## 105       -19.48049673      -16.228472351       -14.32881712       -18.87024439
## 106         4.40665801        5.710718035         1.18299351         5.77417212
## 107       -28.24610429      -20.741986370        -9.59532347        -8.24488373
## 108         8.14237827       11.112396805        19.55753740        32.31596994
## 109        28.35549194       42.818700768        53.78485384        36.70315459
## 110        11.65938411       11.112761780        10.18110636         7.52385275
## 111        15.01324195       17.627576442        27.22240593        35.09681740
## 112        -2.66188292        0.669573845        -4.30294656         0.87353282
## 113        13.16280958       23.042321349        29.05991507        30.55013784
## 114         2.87304506       13.236423191         0.93242984        -3.33628483
## 115         3.98602338       17.040762777        26.07864221        36.87973723
## 116        17.28899294       10.333318586         2.32626861        -0.65410945
## 117       -10.07756950       -6.722337648        -8.26901442        -7.24850629
## 118        18.30267712       19.363783397        29.24723662        35.81476058
## 119         1.41882934        4.827257159        -0.40698567         0.47674035
## 120        22.18615207       27.736033434        24.81077345        24.54545139
## 121        21.28247619       27.545691110        40.08704444        38.48725219
## 122         1.54447767       10.458256476        18.74734037        24.20859716
## 123         2.52958098        3.357935141         8.33094882        15.86908774
## 124        -2.95322806      -11.295286071        -5.68044784        -3.00223958
## 125         1.38686320        6.987242843        12.15826580         4.30165424
## 126        -7.89361838      -12.860295021       -18.04152196       -20.00151546
## 127        -5.10887503       -1.819757702         1.98020048         2.07206788
## 128         3.55611267        1.360196720        -0.83634779        -8.18306563
## 129         0.20988263        0.454246489       -14.16694785       -15.15858011
## 130        12.62477705       20.553114325        16.45416579        10.93116998
## 131        -1.35438709        3.906536729         5.80748631        18.57360906
## 132        -5.37107889       -1.555247399         4.71495821         9.24674019
## 133       -10.96313876       -0.939871306        -1.01124429        -3.78155308
## 134        10.66997349       31.995663720        68.68761442        78.39171362
## 135       -42.12891887      -21.815753051         3.63172819       -10.57089275
## 136        -3.84615299       -3.790085324         0.54844700        -4.89913754
## 137        -9.91785492       -7.625709368        -4.16311735        -9.10702447
## 138       -15.80645038      -22.252008881        13.42894447        14.87676571
## 139        28.19159453       37.380177140        42.23798074        31.62478177
## 140        -0.23147584        2.714932266         2.38857643         8.80883156
## 141        19.41707811       18.797363598        17.42387362         7.71529007
## 142       -14.33472339       -8.390137065        -9.15853028        -6.44216961
## 143        -2.61594843        2.599863717         6.25673033         9.19643331
## 144         3.88557588       12.506143849        16.64655013         9.06282998
## 145        21.31487966       20.027112607         3.69470719         2.24277130
## 146        13.73093778       12.903452906       -13.14658500       -16.36995089
## 147        -4.64640157        0.526001650        14.57842770        10.45864989
## 148         4.34167547       -7.962239525        -2.28820513        14.46610294
## 149         4.77797638       11.969755344        13.25906331        19.83768304
## 150        -0.15849428       15.519765242        11.87540541        10.42929968
## 151        10.19673429       13.372171902        16.30641140        22.08885150
## 152       -26.14742452      -23.080632499       -20.86437670       -19.42336906
## 153        18.97828461       29.254006340        36.81710378        38.39662711
## 154       -16.34877740      -16.802171121       -32.89617352       -32.37885553
## 155        -8.62891829       -9.807982318        -5.99557285        -4.51719338
## 156        -5.29806984       -4.827581908       -13.76339224        -7.87867711
## 157        -6.75358876       -9.069252669        -3.18396978        -4.62767089
## 158        -2.31870062        9.139437680        19.33302560        28.61120635
## 159         3.21191575       12.159463640        24.84677254        25.68536494
## 160         6.07003875        7.772183768         8.86261130         5.31414595
## 161         9.00014432        9.049317731        15.20442646        19.30154335
## 162       -10.89478754      -14.052981640        -7.68100448       -10.04815962
## 163       -12.20318144       -7.872068803        -8.71167661        -9.38732924
## 164        -5.34217462       14.581575593        28.39214257        36.88462607
## 165         5.63285615        4.028311358         3.59319050        -0.12059323
## 166        16.74115885      -12.366683577       -18.82470844       -25.37323888
## 167        34.85255185       38.710794074        65.29062565        91.07313722
## 168        -5.74191080       26.237327554        92.24124095        60.30723972
## 169        15.89809522       14.689852257         2.33863605        -5.59850926
## 170         1.13105476       -1.884253295        -1.57081521         0.99787374
## 171       -10.51325684       -3.840408103        -3.90192275        -3.35584579
## 172        -7.99047406        3.864170874         2.36716516        -0.71454905
## 173        -6.96291601       -4.488584260         2.65262390         8.55463513
## 174        16.57440819       14.425146240        21.78387230        31.15933043
## 175       -13.04720647      -23.604827002       -17.44091494       -17.10311053
## 176        -3.47491866        5.406569097        -1.11811114         4.27972294
## 177         8.06568944       10.904148440         4.89725270         5.63014009
## 178        21.07953980       26.169332362        48.08894342        35.47361784
## 179       -20.91152178      -23.575125736       -28.12182431       -29.63625411
## 180        17.85858673       21.739591151        19.39599258        13.06816327
## 181        -4.84876979        6.311243113        15.49225715        22.02125698
## 182       -22.71091172      -20.467424184       -17.29474078       -15.04642595
## 183       -14.36482992      -10.136390472         1.49579869        -2.96264779
## 184       -16.15324071      -14.269283868       -10.76234629         0.24733196
## 185        -2.82041904       12.395747146        30.94093025        45.14238133
## 186        59.65304570       56.243142528        81.65031977        74.64494780
## 187        11.82993754       14.893682516        22.46556506        49.47952072
## 188        -2.69023533       -0.192535469        -7.70102119        -3.79690135
## 189       -19.13216960       -9.329718725        -9.70201414        -9.93446987
## 190        13.50915466       27.011254086        37.98134991        42.60151178
## 191        -1.86057353       -6.295504738        -0.78039940         2.74474261
## 192        14.75717320       15.716296630        20.46578705        23.90527754
## 193         2.82616459       -0.601378495         9.06862269        28.41287337
## 194         0.42113811        6.989338140         9.82152164         8.19707297
## 195         2.35650240       -6.360741733        -4.13381274        -0.01054529
## 196        -3.45203047       -1.112939554        18.95360843        12.26613586
## 197        14.49891783       15.217033470        13.39947207         3.85455157
## 198        13.08823151       12.939695806         9.39536113         5.76230596
## 199       -23.54871997      -20.491465883       -17.88603525       -24.31421924
## 200         2.63615318        4.733933757         7.31554112         7.77500337
## 201        13.90602886       21.231769971        26.92098433        28.68472360
## 202        -6.88363074       -5.219253276       -10.16489712       -16.76433346
## 203        11.26500230       10.203252629        15.14240258         8.56759170
## 204         0.38679359        9.832439636        16.94682151        14.25805053
## 205       -15.46600454      -12.307334179       -15.75050596       -25.61410543
## 206       -22.47254946      -12.093774821         3.10040448        12.73066442
## 207       -15.22865563      -22.667226007       -19.92800136       -15.76794390
## 208         9.33756263       19.320422683        31.92535473         7.14359988
## 209         5.92953220       -0.137451455         3.10652242        13.63399565
## 210        -4.54889842        5.471004709        -4.16654885        -5.11792984
## 211        -2.62200504        4.759008499        18.01199415        35.44467354
## 212       -14.68472879      -10.924477935        -2.56521005        -8.07020179
## 213        16.59405266       18.844229752        16.63024560         7.26273806
## 214         2.09225763       11.800280761        13.73385560         8.71037477
## 215         1.70059139       -0.853294530         3.15791215         7.62182890
## 216       -16.81397482      -15.353330625       -12.07396029       -10.78968180
## 217       -17.51497721       -9.592130477         2.04692211         9.05555000
## 218       -18.22103302       -4.026032274        -1.19136146        18.55270757
## 219         4.67529906       29.168476327        49.43650194        56.68315222
## 220        -2.17763740       -0.661012773        -4.28244094        -5.46607159
## 221        17.70949216       19.411398047        14.45178782        22.06047698
## 222       -17.80757414      -29.603758233       -20.16755731       -26.46274405
## 223         5.29064600       -2.723456182       -13.32199591       -11.98391045
## 224        21.95409191       31.866595301        17.01283386         8.77578257
## 225         8.74398159        2.407538513         7.62742900         2.76610970
## 226        -1.89654909        9.192095297        -7.64486129        -0.21045060
## 227         9.86910008       17.391615950        27.16391327        27.13033818
## 228        -2.96928942       -0.350139055         2.94286138         1.34280571
## 229        -6.79302488       -8.683188251        -9.61931266        -4.70385016
## 230        -9.47249292      -12.692455922        -9.63277115        -8.05727742
## 231        -4.15127128       -9.944869563       -25.69503015       -16.47727441
## 232         8.04897147        8.862712170        11.74669911         4.54755207
## 233        21.61795344       28.661451458        34.08851207        32.06939673
## 234        14.86827897       18.433808307        13.91003427        11.25474422
## 235       -16.17436403       -3.736446522         0.06411496       -12.61954853
## 236       -39.23936459      -51.552347701       -50.12388787       -44.23822711
## 237         1.82624859        7.931036730        28.08780275        28.84273740
## 238        -0.36520718       10.711184631        13.26684027         7.04012786
## 239        -5.28100865      -10.485352104       -14.02814673       -14.36706394
## 240       -17.05852667        0.641690830        -3.91588983        -5.71126736
## 241        12.20882459        5.291290631         6.92646064         8.32031787
## 242         9.04835284       26.153755964        33.49142483        27.64908978
## 243         7.68348630       10.939490688        22.73862593        24.31157435
## 244         5.58593672        6.278664003         2.77867229         0.85455448
## 245        -0.44905194        0.147502564         7.59706640         7.99284343
## 246         1.74949521       -1.230979522         6.93753861        10.65563254
## 247         6.10609968        5.232449023         4.41394840         1.24148745
## 248        13.97113625       16.088992101        21.69395355        30.22845822
## 249        10.78583876       11.636648297        12.30007849         4.49153776
## 250       -27.11069721      -31.320880134       -23.98616508       -29.87599411
## 251       -16.61422458      -19.501818123       -12.36772420        -9.49453764
## 252        -4.44848990       -6.425740459        17.39644166        35.34297531
## 253         8.78512086        3.653133260         1.62249889        -3.00644228
## 254         7.26511718        9.697382261        13.05280195        16.24491664
## 255        11.45790775       41.066735774        69.62854130        84.10407283
## 256         2.72798284       18.269741428        19.74308372        13.99574420
## 257         6.66906674       12.518632925        26.65864440        25.16590112
## 258       -23.05905440      -24.524002454       -22.35057522       -16.34198734
## 259         6.23685395       -4.078938499         9.23366228       -11.48278474
## 260         4.48163753       11.143937940        20.19329172        28.64522658
## 261         5.27160702       16.210832003        13.38467684         9.75093425
## 262       -22.00074111      -31.816701317       -25.99597184       -28.11276519
## 263         9.33788673        9.961146183         1.54402159        -5.82633382
## 264        16.18423627       25.807365832        31.33120228        32.00532262
## 265         2.11560226       -6.420437810        -2.44761453         1.29570617
## 266        13.80784787       18.493936064        18.83363500        13.38430381
## 267         3.05771335       -1.372751097         0.09524432        -7.02868625
## 268         7.35383703        3.219785170        11.61898073        -4.01888201
## 269        -4.50895869        7.206021681        18.82914713        21.60853238
## 270        16.23797028       22.967904895        26.64829824        26.14858511
## 271        19.54722702       24.796740831        21.20937874        13.73899346
## 272        17.84967730       -9.778224833        -2.60798496        11.11319339
## 273         6.84895513       17.959715450        33.65499133        40.01605525
## 274         7.11419438        8.793668945        10.62372053         8.04782667
## 275         8.05450324       11.778590208        10.69807607         5.02124095
## 276        -6.09076742        1.410242967        18.71448112        16.09104633
## 277       -23.86572686      -12.706508195       -24.37576441       -32.66910610
## 278        -1.87181324        0.138414936         3.45256465        -0.57549384
## 279        -3.60017094        4.836486360         3.97442149        -4.88926060
## 280        -8.92310730       -1.932690668         7.58437798        22.82018192
## 281         1.99990362        3.039407332        -4.78738873        -3.73096709
## 282         2.25442976        2.539629562        -7.92249155        -6.09034545
## 283        18.54730419       20.065869663        15.66115380         2.40655547
## 284        17.08022041       21.373146389        26.97603779        23.00803234
## 285         1.84699261        3.448419665        -2.69836756        -4.61357522
## 286         8.69068973       20.653508444        36.81446019        36.74475405
## 287        -9.57137991       -5.083948256         1.03477269         9.87432263
## 288        -8.31022171       -7.950029651        -6.90656399        -0.38386343
## 289         9.33762535        5.330620628        15.63039936        15.60691312
## 290        12.59955528       31.985803850        26.00896551        20.09829622
## 291        -0.10941833       -3.731469273        -7.28699635        -3.98111590
## 292         4.25164170        6.852990946         8.39979475         6.54481053
## 293        -1.08850648        3.851860074        14.10863714        15.46988593
## 294        -2.12322244       -1.310401155        -2.04988327         3.84134635
## 295        -0.96426470        4.308002493         9.08711979        18.07934868
## 296         6.87259038       15.958928728        22.99176297        27.38936424
## 297       -42.67340750      -49.163263116       -44.14468829       -52.63792757
## 298       -27.50079362      -25.257816773       -42.07789067       -39.91314498
## 299         3.79117526       13.542518133        48.78884075        63.58819766
## 300        13.98040494       22.119947675        26.88909429        28.32995714
## 301        -3.25229767       14.454838226         5.07785495        -6.83332954
## 302       -25.77819406      -21.277478952        -7.11558850       -13.82128663
## 303         8.04543316       10.938498512         9.02313533        12.10227197
## 304         8.37657788       -4.854878652        -2.59827382        -0.35441948
## 305        20.11118322       25.335886038        14.74248167        22.55893412
## 306         0.57379851       -2.575655605        -0.28066677        -2.50208956
## 307         8.01153088       14.176208577        40.02717858        41.32372258
## 308        11.23179493       13.434759229         7.20461073         6.31183340
## 309        44.45677377       52.596725028        48.46004282        28.51417013
## 310        10.61888806       27.948119427        42.04243667        40.20050859
## 311       -11.81615681      -14.967831112       -10.83795479         2.94219591
## 312        -6.93144448       -8.260680341         5.86459953         9.42417364
## 313        18.28138245       17.293230147        10.59472469         8.75290571
## 314         4.87620190       -4.311486178        -6.49340143        -2.13799605
## 315       -12.07865517       23.714700317        25.95241866        16.66728479
## 316         5.79935261        7.596827416         9.61123248        14.48410405
## 317        17.98331226       32.969695165        52.88587627        62.57249474
## 318        17.38109037       20.011473304         7.87679120        13.46232181
## 319         7.14707066        1.719622746        -3.63025147        -6.17241695
## 320        -8.96523421       -5.194570734        -2.21414968        -0.14869434
## 321         0.14986330        0.330550775        -6.81587461       -11.98779397
## 322        -6.28085656       -0.252827293        -1.99287429        -3.16458216
## 323       -23.62556326      -30.607683710       -28.46498175       -26.98201889
## 324         0.94467863      -10.092196028       -18.00073681       -12.78166205
## 325        10.74877781       14.232880274        11.01821334         2.02635902
## 326        44.08131270       44.798350679        41.01533566        54.01149550
## 327        13.41202802       24.562248286        31.19032023        38.83248745
## 328        84.12903816      100.844481625        96.15120647        71.20576356
## 329        39.75203580       27.839799751        33.84044035        35.70353573
## 330        33.98687364       42.999549088        37.45683767        25.01373345
## 331        -1.32701060       -2.708749355         5.36267806        10.05439641
## 332       -25.01795071      -21.080468713       -18.01412965       -23.25495989
## 333        22.41997569       32.556088201        21.34013838        33.06899166
## 334        22.20819278       32.582867266        21.57076179        33.26416275
## 335        -6.44015099       -4.593565790         0.28166551         4.02889388
## 336        -2.96921183        7.985776331         8.56902991        13.10728151
## 337       -22.95549693      -22.255294437       -23.80515817       -18.55054067
## 338        18.42651827       30.242704335        43.95525917        38.60927077
## 339        -3.08395722       16.153317674        28.85344886        27.02095621
## 340       -14.25186480      -29.765698355       -31.89029078       -15.62291960
## 341        22.72491777       17.802084432        24.00976791        33.15222425
## 342        -1.50960895        2.130169689         8.45617970        21.99786448
## 343         9.49578190        6.589000616        -0.05372274        -7.18443309
## 344         1.92358501        7.205821921        24.36572987        25.05464160
## 345        -5.66067494        3.881273807        -1.33960305         0.54510767
## 346        15.00443704       24.908365612        25.65811302        27.62229835
## 347        -7.56358228        6.230772459         7.47081720         4.30514092
## 348        -2.49652139        1.969780391         6.16569067        16.29562853
## 349        -2.16986699       -0.439604995         4.70709357         8.35431132
## 350        21.22721716       19.322856975        26.40332663        29.90189410
## 351         0.92917208        4.204711771         5.51162207         4.59338274
## 352         2.29723896       -4.635678813       -10.96074336       -13.78821991
## 353         2.53720603        8.596110301        18.64649121        27.72716568
## 354        -7.25110250       -7.129350153         3.74528833         3.82905378
## 355        19.20249869       25.356850251        29.30781541        29.75141410
## 356       -14.59527951        1.397179522        10.43197381         1.08983612
## 357         3.00643425        4.113586052         4.71106201         8.28043069
## 358         9.26702103       11.430963751         7.25298233         5.66214183
## 359        21.87334899       45.850351716        36.67159741        28.27594938
## 360        37.71007609       38.643352160        16.65447278         8.58615610
## 361        18.30511243       12.613550524        19.17217551        15.25652485
## 362        -7.11041528        3.260748326         4.00121044        -1.84648931
## 363        -7.25850866      -13.179193754        -9.61487371       -10.54791090
## 364        -6.48577882       -6.300868963        -3.68225786        -3.78003220
## 365         0.18100925        2.177454460        -2.41373034         0.30504939
## 366        -5.00662107        7.198552326        14.41547863        20.87135173
## 367       -22.66032073      -20.597454689       -21.66255123       -10.77829909
## 368        14.12160838        9.615893442         5.50563880       -15.42716747
## 369        -5.90992393       -5.620100852        -3.58555300        -4.04522580
## 370        20.36955152       23.434907051        45.58585604        51.68241960
## 371        -4.47803569       -8.447058139         5.03593883        -4.64279655
## 372        -4.27374640      -11.000000270        -1.74873086        -3.99962042
## 373        -0.44853837        1.506205110         0.79595289        17.25408179
## 374         8.96602455        8.133088396        16.18733224        18.54876848
## 375         5.64997630        7.034049950         3.13291354        -2.77287181
## 376        -5.85751753      -13.137534100        -4.12836863        -8.79512374
## 377       -12.35479106      -10.112143456        -0.69720038        -1.03228224
## 378        20.97221633       32.981757747        22.21186430        21.58146019
## 379        -3.78442018       -7.887490858       -12.54317523        -6.44833314
## 380        13.17418367        4.918032787         7.96221545        -2.21542707
## 381       -26.55728443      -19.481705909       -13.32458010        -2.00371392
## 382         0.97467984        3.061508496         8.62679057         8.20096598
## 383       -29.98511339      -21.152803396       -31.21697768       -22.37009680
## 384       -17.88644395      -19.308490448       -19.43022696       -27.65575927
## 385         6.26078150        8.605944164        10.08334114         5.18652241
## 386        12.99025043        5.125501609        -3.96917401        -5.73103620
## 387        20.46090163       34.549906730        28.35906350        27.58625793
## 388        -3.36935566       -3.378823232        -5.90543156        -5.42215682
## 389         1.58001311        4.943279009        -8.89447083       -14.94651908
## 390        -5.96189713       -6.377590159         7.31988173         1.11984107
## 391         6.25932273       11.069105846        24.53076770        30.82789903
## 392         3.66174887       -9.022458175       -26.97362619       -34.33385470
## 393        29.21593541       37.226844318        48.76625265        47.96424057
## 394        10.15517048       13.339031064        16.09372097        32.33729991
## 395        -1.96655923        1.095329887         0.12028989         6.59805743
## 396        16.69389211        7.777775103        14.88521772        11.46262176
## 397         4.36492501       14.729148307        16.34859443        22.65706164
## 398        -3.44434504       -1.974845000        -3.56058579        -1.62875741
## 399         4.04729066        8.438897449         3.98558871        -4.68475038
## 400         0.45068791        2.558055664         9.43633450        18.27880597
## 401       -10.03985749      -19.786783045       -15.50653202       -16.41850147
## 402        -8.90903446      -14.975025981       -13.60503693        -9.55687163
## 403       -11.57083708      -17.203784075        -7.35231755        -7.74275210
## 404        13.21981725       22.838781433        33.95264115        27.87455212
## 405        14.49423662       18.622821034        27.63461631        24.60889136
## 406         2.34775475       -2.485611281         0.81761416         3.75041238
## 407        23.39488368       25.850635458        32.60429176        25.86410550
## 408        -2.27215810       -5.435046118        -3.39075242        -4.11546240
## 409         1.27255962        1.548510568         1.49387856        28.61427762
## 410        28.61300604       11.652638270        29.36675775        32.40817314
## 411         3.03171909        4.556774020         5.19973232         0.70106268
## 412        10.30525811       14.316335968        27.08468078        21.51477646
## 413        28.38407193       26.546629919        30.64823854        36.57199932
## 414         7.70802342       12.198905102         4.08388592        -0.15438151
## 415        -1.84540453       -2.160243461        -5.23712557        -3.87806198
## 416        -8.65188257       -6.135329745       -10.03066156       -11.84798968
## 417        14.07210416       11.052471470         6.11559452         2.07641114
## 418        26.22299291       28.242308135        46.27959825        55.40524740
## 419        13.99796537       19.777978026        19.27604204        18.63267272
## 420        14.77910065       19.725893132        19.44764174        17.20364055
## 421         2.38239333        8.889532750         4.94549048        28.78235250
## 422        -2.01749663        9.600825240        15.49140432        10.26246720
## 423       -23.87926545      -21.278608643         0.82888722        16.40570719
## 424        -0.94070379       -8.831152956        -9.60204767        -8.75175581
## 425         6.98494710        8.198138012         8.99290929         9.13867511
## 426        -4.44568834       11.397719384        16.24475059        17.19943055
## 427         4.53207730        4.181891381        -1.79486057        -8.37723536
## 428       -12.91751271      -18.289050639       -12.89849830       -16.65715696
## 429         1.98561667        4.569594889         6.37470177        11.38695994
## 430        -7.51020584       -5.606277940        -9.78857163       -14.74105788
## 431         4.77679167       12.514067554        15.26319871        15.55528097
## 432        14.50060003        4.790753560        -5.08727476         5.89872796
## 433        11.56501914        0.779623806        -8.66698159         2.53833710
## 434        43.84058124       25.236590948        14.73988395        -4.33735091
## 435        17.66484633       20.606908443        36.78363434        41.35576399
## 436       -12.05176696       -7.735235587        -6.96784909       -11.64602609
## 437       -16.39699172      -16.571754538        -6.82173778        -1.02752965
## 438       -30.11329163      -37.289067824       -45.29359060       -50.99001985
## 439         3.15133452       10.988075204        13.04517611        16.18679748
## 440        18.58019364       15.005032715        14.05196983         5.33034435
## 441         1.76742071        0.743568350        -3.68454276        -6.25643216
## 442        14.45877146       14.746401376        15.30183000        15.81849541
## 443        19.99007646       23.837610866        29.72595196        31.67870750
## 444        -4.36079858        0.828089189         9.96280724         9.49833724
## 445        22.06155823       22.112008468         6.01004373        13.54726963
## 446       -12.37573996      -13.215033612        -3.35517235        -2.84414335
## 447        21.71956076       23.294768224        46.49418641        59.55052247
## 448         5.77353550       10.401344486        10.08167040         4.18322907
## 449        10.93124560       21.988312092        18.31371179        25.62113137
## 450        12.16728286       16.970899762         7.87091489         6.04982355
## 451        14.36851904       15.420833189        12.91785148         7.43665882
## 452         0.61243961        8.840580798        27.50424516        29.57850651
## 453        13.68160968       13.775280442        17.62564365        15.12924113
## 454        -7.80925060      -10.366967474        -1.69386382         4.08308712
## 455         9.13613066       23.773775556        33.20096634        29.39957849
## 456        11.45247209       16.072554824        29.25759670        44.17749830
## 457       -18.95197342      -15.173155182         2.87629053        -7.96783719
## 458         2.79109114       -2.508126520        -2.45415032         0.40378424
## 459       -24.44191260      -37.636796330       -39.39343302       -42.26918221
## 460         1.69219738      -15.863209754        -3.79588850         1.98041183
## 461       -15.27267425      -19.318644391       -12.63335699       -15.73111324
## 462       -25.89712282      -22.383818563       -24.13428164       -26.30573273
## 463        -2.02132553        1.360058127         4.91004765         3.89983521
## 464       -31.83901841      -19.687873728         5.43735663        -3.04347877
## 465        -6.90745284        3.880689778         9.38871571         5.83814481
## 466       -11.08342082      -14.248786062        -8.17300220       -13.42425311
## 467        -6.71094181       -6.308115471        -0.08710829         5.59701739
## 468        13.14127414       16.710631575        12.14888012         8.50572065
## 469        -0.78551285        2.051132192        -3.65662730        -6.16507197
## 470        -4.17902390       -4.519506236         6.86835070        15.65990664
## 471        -2.58197737       -2.632837699         9.33604803        12.52235580
## 472       -21.87699821      -15.541896927       -14.78867790        -4.12704243
## 473       -12.26803715      -13.207547537        -6.27752973        -9.32338816
## 474        10.45496470       14.849719121        11.41533320        10.64304502
## 475        15.95721828       20.025415022        14.58157590        18.99306145
## 476       -27.06991604      -42.602510777       -37.84804695       -32.69045111
## 477        -4.82971701       -8.851006345       -12.68369276        -9.72742788
## 478        -5.85988202       -5.239060078        -8.64945401        -4.09515495
## 479        11.39479618       23.624336313        34.29242927        34.22429983
## 480        13.54190156       13.305585543        51.42053263        49.64168135
## 481         4.36529689       10.250539352         8.53730965        14.11323280
## 482        -1.13204464        0.662423656        22.68072828        41.72989902
## 483         0.68876389       11.380949475         7.14612676         2.85839765
## 484         6.07513874       15.341150307        28.00231436        26.04483139
## 485       -13.04655366      -11.760492282        -6.65150885        -6.82491435
## 486        -4.05600098        9.322987338         7.06612907         6.65043231
## 487         8.08478658       10.195562913         7.30911389        12.11033288
## 488        14.49525001       21.262402339        31.68729986        45.39703673
## 489         3.67470092        3.941190685       -18.66315948       -22.10461474
## 490        -5.22734183        3.553962298        11.87429680        17.90512276
## 491         8.01890190        8.093315842        13.80512455        15.93003475
## 492        21.22858092       34.796193003        32.09757952        14.98494607
## 493       -14.88536423      -10.016037909        -8.71451740       -13.82488215
## 494       -26.55339241      -23.190545256       -13.47692117       -17.27989999
## 495         3.43740889        6.436913198        11.54582037        13.34938882
## 496        -1.65189828       -3.269781596        -4.97427426       -17.21717865
## 497        11.85944293       -2.176697536        -4.79750493       -22.27873931
## 498       -14.64868822       -1.556466470        -0.35439467        11.11047326
## 499        33.91460978       25.833928544        45.50022529        47.76944615
## 500         0.53413140       -1.580340366         4.38178638        12.14314558
## 501        16.50683840       30.083163575        22.12354631        11.23555501
## 502         6.01486878       19.763192137        24.16309440        19.68875627
## 503        10.93832096        9.542177812        10.01961336        30.31913715
## 504         3.39993832       10.132304660        19.95966305        19.67393407
## 505         6.80204319       10.516048025        10.41963211        21.65006386
## 506        14.23810800       21.163024416        21.59215974        27.78802479
## 507       -11.97533712      -14.199240838       -13.73406073       -12.89346458
## 508       -11.33144656       90.903867966       220.35955418       142.91030308
## 509        -0.08373688        4.590794552        15.07594041        13.75229693
## 510         8.22330108       21.339594598        17.06177276        22.45157687
## 511       -14.42261677      -18.278523444       -15.28632832       -11.27050721
## 512        23.55171691       36.681430283        33.17438762        29.92911457
## 513        16.11881859       43.205389671        59.15282999        43.45655409
## 514         7.51234788       39.057895655        48.24125088        55.11863482
## 515        19.79557037       19.850538467        39.51345201        38.41355628
## 516         4.45593165        8.395205669         3.79417111        11.93350166
## 517         1.04167159        6.705084738        15.34541911        11.18996277
## 518         8.21736089        8.504981507         0.15332486        -5.79751493
## 519         2.13348637       13.167623025         9.14044929        12.11350996
## 520        -9.11198628       -8.966151636        -4.91131148        -5.43334812
## 521        17.80194950       30.247904730        23.19181948        18.60988484
## 522        42.97088690       64.077658024        41.96925259        19.75943682
## 523       -15.26193882      -14.554710485         1.19334363         5.79709964
## 524       -10.88511550      -12.069871507        -1.07181293         2.15781979
## 525       -24.44961645      -29.503392972       -34.65767844       -39.71507754
## 526        11.66173170       18.908349680        21.76613056        14.67248636
## 527         4.30360713        9.083056487        16.60656228        40.08964938
## 528        12.41212525       16.516329034        17.24941468        13.38596156
## 529       -21.04716799      -30.237100546       -29.58755502       -31.15374649
## 530        10.10584916       13.514532783        13.87826603         7.57520584
## 531        -6.98491614       -4.641066782        -1.04107255        -6.63854399
## 532         2.84561900       14.226745157        -0.97278240        -2.54463999
## 533        -2.28367766       -0.827754582        -3.17411873        10.65713818
## 534        16.65760620       42.216915839        43.32554907        51.10007709
## 535        24.20859958       31.476687942        23.30053917        10.12603780
## 536        -4.46859535       -6.458833309         0.28959827         0.79601841
## 537        26.75776281       52.277994487        49.23073050        54.87088065
## 538        27.15555827       50.262601022        73.39394309        84.81913086
## 539       -13.84770530      -13.428357274       -11.49436378        -4.69865525
## 540        36.52659359       60.577765530       101.31949964       162.36568799
## 541         8.07374444       12.685618453        19.37079086        21.96871861
## 542       -18.83429578      -21.408582268       -29.79166508       -30.08298708
## 543         8.63445486       22.886167412        32.48664780        40.50921152
## 544        -9.14865495       -7.777781111       -20.98306116       -22.33918328
## 545         9.09090642        8.012901432        15.11212915        16.90339359
## 546         7.93585012       12.149602083         2.17225793        14.89436958
## 547         9.27702406       10.428396981         5.17469313        -0.91275728
## 548        10.99972186       22.843720775        19.59133461        23.47766215
## 549        -5.77479124       -7.320312491         3.25941049         2.77393561
## 550        12.54168553       12.879945913        13.35694632         7.31349195
## 551        18.42354145       16.756135434        27.37508705        21.01664630
## 552         9.45339418       15.781868438        23.30944831        22.97160180
## 553        -3.86862099       15.510292440        17.58023263        15.39080390
## 554        43.67024198       40.479484098        35.98265087        27.27328617
## 555        36.62286900       28.104973545        42.03552671        38.38680290
## 556       -11.82858303       -3.173514841        -5.43666443        -6.81320841
## 557         3.56587035        8.590391955         5.95229519        10.96756159
## 558         8.02579026        2.299592848         8.50213338        -3.32719360
## 559        31.89272990       32.229745382        44.89013514        64.64240578
## 560        13.44521811       28.815023333        25.67814250        38.41063717
## 561         7.95319986       12.619008057        15.56902134        10.82230675
## 562        -5.33317476        4.101505209         0.41934254         6.63182069
## 563        -4.74132823        6.506592447        12.72274015        11.11424630
## 564        -0.45250589        3.088920871        18.30782283        28.03174902
## 565        -1.53092358        3.260668422         6.24102495         4.20644199
## 566         3.10635784        7.380088192         5.03568028         2.11692593
## 567        18.07178385        7.545671168        -2.13652153        17.16045420
## 568         5.62042635        7.205966091       -11.83719330       -16.24533719
## 569         3.14563184        2.177420698        14.84974667        14.90963911
## 570       -44.07749748      -46.368244740       -46.75052576       -46.63865455
## 571         4.77770564        1.947259565         3.09276910         7.07233426
## 572       -11.22950384       -1.916305237         7.36254548        13.12005314
## 573         8.97444379        6.938146372         4.54355230        -1.71168030
## 574       -12.93103624       -6.785390875        -1.90150399         5.87626684
## 575       -12.05508407      -10.307065435        -5.15386209        -7.42014841
## 576        14.70872632       23.168228798        30.20944304        23.24828831
## 577        -7.64035165       -7.738798233        24.18104684        29.26805345
## 578       -10.92044897      -15.310780907       -21.31888270       -19.61841869
## 579        11.86058794       12.875783130       -12.87215637       -23.31406924
## 580        -3.86201381       -0.495733367        -1.35222277        -3.22921732
## 581         8.53528722       11.360670697        10.82488996         2.23850351
## 582         3.71447884        9.557528928         9.46257921        11.73179114
## 583       -14.23444895      -15.834093752       -12.50169657        -7.52364588
## 584         4.65774938        5.478972578         6.69122553        13.68103821
## 585         2.71175770        9.376425563        16.96600059        30.70380117
## 586         3.85960472        7.312531112        19.70068375        24.72508244
## 587         7.57661899       16.972556712        18.42432523        23.08900029
## 588        -9.98228159       -6.241783753        -3.04642953        -8.34826053
## 589       -10.16652674       -9.383729780       -11.43202341       -13.80889178
## 590        14.78456843       12.971164781         5.48653977        12.56558783
## 591       -11.18882486       -2.324436764        -0.25822748         0.57994380
## 592         2.89416564       10.762368966        14.50314658        18.12219877
## 593        -2.07958561       -6.827719848        -2.43897516        -8.30190547
## 594        15.18682515       16.877290150        71.26643052        72.91918099
## 595         1.06801865        9.165611373        14.57148632        18.15914786
## 596        13.22059995       18.109704262        17.20954592        12.74273683
## 597        21.67109364       20.867846172         4.82511165        -3.69183741
## 598       -16.04372642      -13.339479350       -10.73498369       -12.68976980
## 599         2.17576679        4.630435555        14.12722193        17.92772841
## 600        14.01922870       21.452965054        40.92218519        37.74647696
## 601        -5.59710248       -4.987433903        -5.98571176        -8.67309991
## 602         7.32806181        9.066417335        10.78499356         4.78464562
## 603        -1.71958599       11.732140072        21.91147573        24.50153375
## 604       -11.15604530        1.228839254       -15.61687134       -16.68533793
## 605        -0.15096528        3.061939132         8.36080419        21.58610110
## 606        10.42178232       18.780081646        21.38241709        23.77361969
## 607        12.25455441       11.680753070         9.64917549         0.13052827
## 608        -1.35401096       -1.037298015        21.70083712        28.01917147
## 609        22.56086040       54.146575054        55.38273695        83.63009531
## 610       -10.03136963       -3.061169941        -0.35187732         5.67346205
## 611        -3.08518508        0.943189962         0.01629925         9.16206873
## 612       -22.23962755      -22.297561906       -14.03520889       -12.53931144
## 613         0.14300865        8.340217435        31.58461796        24.02668686
## 614       -31.91046045      -38.821326300       -33.67139767       -37.71428608
## 615        -7.28963091        2.742688714        -2.93655610         0.56947981
## 616        25.99456138       33.650238131        44.92967826        50.87237398
## 617       -27.34042229      -27.029910080       -51.48458329       -54.30215443
## 618        -0.30445214       -2.115433314        -2.22783923         0.55694614
## 619        14.71058897       13.332167611        28.87492915        18.63924559
## 620        18.02420437       22.097284460        18.79418475        21.90204243
## 621        -0.41794683      -15.635481576         0.86898258        -6.02034009
## 622         7.77596616        6.358227139        28.24965168        23.23763741
## 623        15.39503588       12.904654625        11.74412265         9.97238562
## 624        10.69991356        1.102123262         5.46755090        -3.97767581
## 625        25.72514822       39.618658830        36.18233801        43.23289694
## 626         0.23076718      -10.631002736        27.74509781        22.11808472
## 627        11.79449487        9.992048861         5.37857912        -1.70059344
## 628        13.64122299       10.232044813        14.09354845        20.99336909
## 629         3.35779623       -0.952159715        -4.89917700       -10.15158977
## 630        -3.53424765       -6.849338725         0.25494291         1.69560388
## 631        11.56534398       22.581151740        25.13350362        32.29625532
## 632       -26.56657817      -29.946554254       -30.22895438       -24.70299233
## 633        28.06971121       36.874648222        22.52565401        18.04613819
## 634       -14.04718472      -17.774570850       -17.70406239       -22.19588705
## 635        70.53231705       61.041292470        14.55939150       -14.97630232
## 636        12.93604436       30.041842761        22.65193266         8.82353118
## 637        -4.46565077       -4.313931654        19.29724840        19.64854036
## 638        -1.95759652       -3.331373186         3.00186811         5.85984620
## 639         6.73614986       14.514744646         8.57100596        20.95890239
## 640        15.17856889       -1.610173991        13.60077645         2.29074244
## 641         3.96787085        5.255592603        -3.30828744        -3.04319953
## 642         0.12374606        1.409997650       -28.80553821       -27.26965915
## 643         7.80745229       15.762330369        13.89248348        14.62948019
## 644         2.55758276        3.931635309         1.25361751         6.53640788
## 645         3.23677039        0.002507118         4.99175387         8.67499818
## 646        -1.39616130        2.888303115         7.51217406         6.18268432
## 647         4.64124739       10.790845781        15.43167758        12.73328136
## 648       -11.52557657       -6.116244842        14.32617210         9.68994062
## 649        -6.82793666       -4.053562866         6.55582130        10.08459624
## 650         8.24065915       11.273424158        18.76545572        24.48266880
## 651         8.58187473       15.354732239        15.88344898        23.19924964
## 652         9.45543527        7.165407230         1.81580470         2.57519667
## 653         5.49635131       24.279002230        33.52150847        37.04343745
## 654       -11.84134318      -12.400789337        -4.33916416       -13.22477215
## 655        -1.53015375      -23.228073120       -20.78204744       -15.42327618
## 656       -13.28725567      -10.690744807        12.44730256        19.16257624
## 657        -2.89941960      -11.924632773        -5.10336774        -0.38259924
## 658        -6.84132196      -22.358533962       -19.65773412       -15.34721893
## 659         9.50048733       38.366332782        36.40175184        33.38887124
## 660         2.68921078        5.314868479        10.88134822         9.34020970
## 661         3.04777339        6.233954381         3.92001161         1.04195066
## 662        -0.21891805        4.433789703         9.47339489        11.77003949
## 663        11.88204612      -25.605539187       -11.76470780       -22.98507690
## 664        -4.34523038       -0.177181864         6.57948747         7.53025554
## 665       -20.54278356      -13.007092640        -9.18528480       -10.78357961
## 666        -3.79625615       -3.294213827       -10.02537746        -7.68522599
## 667        12.03133684       10.394091416         5.31015538         8.20859842
## 668        -9.32012201        1.177479707        -0.08122738        -5.13675528
## 669         0.16222774        4.309535755         5.40903982         1.45678209
## 670        18.58268272        6.456177585        -3.04720647        -3.06801177
## 671        -3.50668569        2.559386506        -3.94302701        -2.09001533
## 672        15.70885956        6.621962477         3.12827287         1.44571758
## 673       -13.80204846      -41.798056905       -33.95878462       -27.97694044
## 674         4.90998119        6.796168949        12.85577857        22.85508312
## 675         6.28498328       16.952022378        17.35458474        12.86930915
## 676        18.17889209       23.175627768        19.46432949        16.76646972
## 677        -8.63668062       -8.166488556       -10.66561235        -8.37699631
## 678        -3.42561309        5.910227068         6.70887837         6.78869056
## 679         1.88254168        3.872499445        11.67559882         8.71643433
## 680        16.76660487       14.487706042         7.98208867        12.47813775
## 681        13.58015402       17.974861655        37.16570476        58.10381100
## 682       -13.99761686       -7.257752485         5.64350397        -0.20770081
## 683        10.19905416       14.836037722        17.88683725        18.19845609
## 684        11.20339330        9.308553011         7.98645947         2.44613681
## 685        16.16373936        5.263899535        25.09866513        54.84876535
## 686        -4.66080898       -8.060369355         1.13848458        -1.48136999
## 687         4.99595691        6.201612193         9.53913705        12.49426445
## 688        21.52362394       24.739481227        13.99159722        14.69790056
## 689         3.10184809        4.500930086         3.63705825        -1.51670874
## 690         3.00030264       -1.872404438         4.81596202         5.34226509
## 691        -7.73707205        0.492137789         9.12568167        12.37439288
## 692        -7.50468349        0.805639088         0.62206268         2.49513604
## 693         2.84156825       -1.531996714         3.58631523        -5.00510992
## 694        -2.77463004        3.628077670        -3.75606191        -6.60809187
## 695        16.86499509       16.696710959        17.27312366        12.13551111
## 696        -6.41200266        0.000000000         3.46908017         4.57317368
## 697        -4.39523467       -4.891974671         5.79204257        13.08103301
## 698        -8.49374018       -8.764402422        -8.40316514         0.14180898
## 699        13.19161554       15.545573831        10.93165457        14.57125057
## 700       -20.74537612      -14.922061874       -15.07091853       -13.97629443
## 701        -9.84241191       -6.358998934       -26.58813451       -20.28322865
## 702        -4.73019204       -5.055302607        -5.80240881        -7.95801399
## 703        -4.59895929      -11.004765499       -28.84667545       -19.19089441
## 704        16.81325512        9.138457683        10.01844671         4.28158858
## 705        50.86029804       62.701037964        56.16531706        55.89701197
## 706         6.13088543        1.753903154        -6.06309594        -8.15983743
## 707        -9.59395006        2.688990055        11.89372968         9.87635521
## 708        30.36551973       47.833308686        61.21586033        75.44390574
## 709         0.72620333       -0.519580734         0.52111761         8.64033023
## 710        -5.92364539      -17.527677469        -7.84339893       -10.84679717
## 711        16.27104984       14.859887520        19.65603676        24.19702393
## 712         2.32800755        5.598493125         7.16975968        12.27759681
## 713        -2.28921729       -1.767302856        -1.93185433         2.20786757
## 714        14.01576709       12.022356076        14.04526978        13.89735533
## 715         5.56435395       19.381032414        32.69592104        32.13549695
## 716        11.51960681       23.417713387        48.04771392        51.16279094
## 717         7.69607524        9.085229252        15.20542068        19.18093530
## 718        49.54479029       58.580927430        67.35295191        56.85045828
## 719        -4.62881880       -8.198928632        10.57540095        14.31242746
## 720        -4.36827043       -0.462755877         3.76210909         8.29806072
## 721       -12.52675654       -7.888803927         2.93870321         6.33131046
## 722        22.63069362       39.772211792        55.89482564        57.92635010
## 723       -35.54840635      -33.700839682       -18.22302198       -14.33997449
## 724        -7.61349010       -5.131107529        10.91975859        11.74451813
## 725         3.52725234       11.265464245        10.41884854        14.30719466
## 726         4.35850424        6.466182153        19.43212686        23.46942544
## 727        -2.86727244       -0.907802497         2.96233997        14.86039915
## 728        10.15809080       13.166381944        25.37182846        31.86705097
## 729        44.40254416       28.453413632        33.91095697         3.27670858
## 730         2.42661550       11.081248466         9.20501075         8.28071722
## 731        16.02375940       22.836949910        35.11826533        44.73145979
## 732        10.99129221        7.648031686         5.36789182         5.02135265
## 733        15.96782701       17.932241528        45.71304666        43.00892787
## 734        13.42544441       17.709317611        27.10370517        23.95217029
## 735         5.06579943        4.163852616        -7.69138382        -3.23997776
## 736        -1.20243708        3.843492530       -18.03771619       -15.67552108
## 737       -44.82758621      -57.591178828       -53.73583111       -63.16758696
## 738        23.94092350       26.172669860        28.42282783        23.92263435
## 739        14.71440449       17.143075149        38.24784566        46.98611587
## 740        -1.99888624        7.291291030         9.37473312        16.94923540
## 741        26.50864348       21.203502637        22.41817940        29.57373030
## 742       -33.89513440      -43.101227086       -47.32915398       -54.49858417
## 743        -3.81231998      -22.732625210       -14.58333217       -20.29161230
## 744        -6.05633569      -24.971880554       -15.67635645       -23.15668385
## 745         3.63276440        4.832957896        12.98607745        15.59429834
## 746        -4.63355210       -5.650789776        11.16099210        27.26961578
## 747        15.31590379       19.687903169        15.09462738         9.85640259
## 748         3.19562298        2.704737915        10.61213824        -0.22260879
## 749         2.21949626        4.752939262        -1.53347231        -6.08916017
## 750         3.81476831       11.165858141        15.94960001        17.83253920
## 751       -20.34452098      -27.023025631       -19.46770058       -15.80525995
## 752        11.96166253        7.781418171         9.88093355         2.60157869
## 753         1.61678618        9.775048843        12.89574856        19.10552548
## 754         1.56060975       -2.993682511        -0.40239124         0.93551277
## 755         3.60249619        0.472114275         3.84710231        -4.86257202
## 756         5.67197307       10.097361372        16.11881789        31.65592357
## 757        -1.01701744        3.659952386        14.50267119        16.39486155
## 758        32.40942533       44.736495013        52.63231138        44.35451666
## 759        13.91475162       25.611267907        23.58528502        20.06433643
## 760        -9.71251020       -2.532748182         7.39616051         3.86522502
## 761       -19.56334470      -16.041626952       -11.26072713        -1.06776038
## 762         0.38477948      -10.420712537       -16.40306815       -22.81291528
## 763         5.39320561        6.051761533         3.07080490        -4.56640172
## 764       -10.39764673        4.811816753         6.41950014        15.56606618
## 765        -3.86889950        0.064715817        14.14437685        17.94747979
## 766        29.37676890       34.192663185        24.01352705        21.43828198
## 767        12.78849460       17.872670569         3.83141908         3.86759120
## 768        -6.31935419       -2.973479106        18.23116584        21.73918755
## 769         2.21910123        9.288663362         0.90536519         0.52028019
## 770        21.77618964       16.097602901        14.60209473        18.50756642
## 771         8.55754499       35.468225797        58.44474977        96.70200718
## 772        16.85227285       13.473497575         9.61711480        18.99929586
## 773        26.81297230       69.459787976       109.53336481       126.92566029
## 774        27.81243025       26.943152276        15.16714272         7.03690053
## 775        -0.80246445      -12.169274986        -1.60876210         2.01934327
## 776         4.79941992        7.214013335         0.80187906        11.96626298
## 777        17.32278753       22.613828743        27.43067814        34.31390277
## 778        -6.32061364       -4.785805863        -3.54771719        -3.61815602
## 779       -42.01095810      -45.013624360       -47.15087622       -54.86506092
## 780        -4.77327076       -8.275859839       -20.99010181       -31.56089088
## 781         9.02499153       27.565144169         4.85751604         6.10825858
## 782       -15.05155356      -20.138954539       -20.08749353       -12.17011855
## 783         3.76050950        5.354555835         2.13780868        -4.44103746
## 784        17.12531095       15.714006623        23.42130665        18.89421708
## 785         0.17137241        2.052012807        -3.84173159        -4.48776119
## 786       -19.69883110      -13.877420203        -9.42315967        -2.83052614
## 787        14.27356145       28.934993411        54.03853998        40.91099964
## 788         1.82687266       -0.160815226        -2.95325419        -3.60610566
## 789         1.97772851        7.903212050         5.75516218        -5.33666084
## 790        -0.19664347        9.542938394         6.17109055         6.85753652
## 791         4.69431342        7.085395626        18.91510183        23.88064355
## 792        12.47385855       23.874706280        23.31163684        22.20071613
## 793         6.51082769        8.719325802        34.78705928        29.73303444
## 794        16.06719819       18.260534787        27.67338829        32.72293178
## 795        -7.20386377       -3.773583243       -26.39175491       -42.20629324
## 796         8.09226234        9.530075946        -3.59244826        -8.67500515
## 797       -11.93379739      -14.593453158       -15.52120424        -8.63081753
## 798         6.12194564       40.203356252        63.17214784        61.69476095
## 799        24.01376488       35.213287412        32.74673336        26.15824570
## 800       -15.18070626       -8.095269161       -12.44504192        -5.51397558
## 801        14.19637824       16.822343458        13.24868160         8.39774676
## 802        -2.94813958       -3.272744491         7.37670459        10.88059380
## 803        -6.05552809        1.152197320         1.94122781         7.74001566
## 804        23.79555634       36.186787341        32.75929835        39.15234826
## 805       -15.56721324       -8.493488639        -8.63162553       -13.09632205
## 806        -5.99646046      -19.269654083       -20.50791714       -20.15985275
## 807         5.17259815       -5.515876798        -7.85584686       -13.24193638
## 808         2.80563475       12.450764995        12.60822724        15.34752516
## 809        -3.41825058        0.050583895        37.84412036        39.80914469
## 810       -16.57174457      -19.494709083       -22.59725206       -23.90069544
## 811        10.73463355       12.681671441        24.87268549        24.96058388
## 812         7.93607923       -0.449663529       -12.05032605       -20.88544904
## 813        10.47034514       -1.495258374        -5.97040950        -5.64192060
## 814       -15.61636225      -14.614735360       -11.82368565       -11.11181442
## 815        15.23097129       21.749224473        33.81690840        25.29293082
## 816         9.29121007       -0.170868314        -5.73681789        -6.47456299
## 817       -22.43839184      -30.827071111       -26.62576320       -32.69555582
## 818       -10.83647143      -13.216955499       -11.93807744       -14.44685677
## 819         3.82865105      -16.235724972       -15.75978798        -4.35560588
## 820        10.72103158       -7.823343552        -4.17826604        -6.47221534
##     wk_price_change_32 wk_price_change_36 wk_price_change_40 wk_price_change_44
## 1           6.94782682        23.72433099         20.7210504         21.5114589
## 2          54.09879931        52.28869305         38.5130463         38.5130463
## 3          49.53169871        61.40331749         62.2584723         50.8379896
## 4          21.12208488        10.29204902         24.2159098         12.6071510
## 5          21.72399643        29.66049275         32.1535547         33.7202087
## 6          20.35391266        22.39425913         18.0316113         17.7311266
## 7          13.12541090        24.92566255         14.9479434          2.5491488
## 8          -0.06858183         9.99834476          7.4781684          2.3981321
## 9          18.64386368        13.69862598         18.6293671         23.2360366
## 10         -7.72132569        -7.82069927         -4.9944484         -4.0493194
## 11         -8.26619815        -8.72695449        -12.1896338        -15.1549485
## 12          1.99422355        17.99509621         11.5450128          8.3589669
## 13         -2.06777183         4.34524622          5.7408622          4.8778605
## 14         -5.92474418        -3.18865923          6.3485526          4.4871830
## 15         10.80478727        17.05101289         24.5012594         13.9003479
## 16         35.88498761        46.69298528         40.1406771         40.8772161
## 17        -11.37948142        -8.31984861        -10.8421337        -17.0507370
## 18          8.03789761        12.56358764          0.4104230          0.8678994
## 19         15.13722424        23.62769000         19.4615738         19.8394729
## 20         -2.30751299        -2.65819311         -0.3195393         -3.5730087
## 21         18.29369340        20.33886800         27.8286185         21.9316354
## 22          0.36901408        11.56259239         40.0644725          6.9194494
## 23         14.81417109        21.95374500         23.2621602         22.4770506
## 24         14.61429102        17.52746971         20.7482337         24.7853146
## 25        -12.38544046        51.47124877         69.8477045         40.1759443
## 26         -9.15107422        -8.48881728        -14.6105128        -14.1541872
## 27         20.57617058        28.94428614         37.6746755         35.6487067
## 28         14.48418402        18.99387361         17.7425002          9.1187063
## 29         20.66405006        26.01840868         29.9944616         32.0660638
## 30          0.18102260         8.33543277         18.1564515         22.2614401
## 31          9.85617321        10.45980400         15.4318954         17.0358855
## 32        -15.68932621       -10.45379128         -9.8992502         -6.2782412
## 33        -12.88442836       -19.19818419        -39.1244449        -46.3621461
## 34         24.62406410        26.72019006          6.6945666         -2.4999955
## 35         14.94775309        25.32401171        -13.6016248        -23.1934014
## 36         13.85999535        22.13510310         15.9461771          0.9723246
## 37         22.38960768        31.76339226         48.9229535         56.0365421
## 38         22.72140556        27.69511639         22.7795813         21.8116345
## 39         54.12499722        61.19141782         40.3091863         41.2761888
## 40         68.80302928        74.42901141         74.8484291         71.7272271
## 41         10.33033836        15.77603264         16.5487490         10.9929155
## 42         49.98311131        56.50066798         62.8749652         68.5974809
## 43         13.73021794        20.71704966         16.9027503         16.8023665
## 44          4.45655465         5.85941289          5.4937898          4.9838877
## 45         26.55130315        32.07432311         31.6394027         28.8469740
## 46         24.83070872        25.70084334         25.6359591         30.9160442
## 47          4.40174498         6.75056334          7.6510142          2.5260938
## 48         59.47103436        92.45854356         94.0347020        101.8657144
## 49          2.41527982        16.19950955         35.9056455         21.4735135
## 50         31.41339723        35.25330754         49.0732242         36.6706862
## 51         34.25548985        34.53413022         27.2701769         19.9127902
## 52         66.07018675        68.49952996         83.9624192         89.5096087
## 53         18.29770764        17.23563145          8.9323386          5.6845773
## 54         -7.18933440        -8.35250848         -7.9298121        -10.5408322
## 55         21.47608128        31.20793056         34.4757699         36.4258182
## 56         -7.50720314       -15.49830725        -16.7778046        -26.7757671
## 57          4.22722913         7.32380451         -5.1453102         -9.0579455
## 58         26.38339315        42.85181705         44.3023645         42.5863959
## 59         55.10585526        67.58480707         69.7132485         63.9613445
## 60        -36.51650460       -13.00210954         -7.3198196         -2.5804927
## 61        133.42325193       111.61653233        113.4961791        107.5059885
## 62         35.93260266        33.62621661         37.6293698         41.5155823
## 63         -9.20222010        -3.05070988        -25.1834472        -28.4990699
## 64          9.98060548        32.18653208         31.0679797         19.2999547
## 65         37.83359087        44.13162846         37.0086978         44.1066626
## 66         25.82959867        22.74253925         33.3557899         29.8978907
## 67          6.98479437         6.44537661          5.7169074          0.4281304
## 68         20.20639726        28.95998586         25.0709337         22.3728785
## 69         54.10976078        45.95484644         52.1824503         38.9610425
## 70          8.96107809        13.75821495         12.7931247          9.7425223
## 71         15.43378635        16.76837821         15.3153783         15.3244959
## 72         20.06336971        26.06689951         21.2847629         17.7463894
## 73         87.73669754        90.93595496         99.7019298        104.0919859
## 74         18.01451856        19.87122055         13.4183271         15.0493975
## 75          3.95944780        17.07450463          3.7090580          1.2223800
## 76         16.54769581        27.57042371         22.6838333         24.3229526
## 77         37.80166930        53.69465777         72.4451086         70.6276898
## 78          7.08070696        11.53537258         16.1117436          2.8596778
## 79         37.85171370        47.63137213         48.3719646         50.7242975
## 80         30.63042192        34.34164820         32.4124984         31.7758063
## 81         12.88515173        24.89669185         31.7950576         34.3831077
## 82         48.78505684        59.86638452         51.5079615         70.9364563
## 83         31.83791677        61.01095003         60.9540652         40.1538438
## 84          3.58919143        14.75065408         -0.2271750          2.6210209
## 85          0.42141854        16.33441579         11.2429465         12.8898516
## 86         24.39246336        29.82106139         28.4236845         41.1696624
## 87         11.05280828        25.16385216         35.5828890         20.8694823
## 88          0.84615125         6.38080289         -2.4842696         -5.0538235
## 89         22.06744035        37.76102177         28.3459849         25.7112925
## 90          2.33597003        17.50468316          9.8306020          9.2991780
## 91         -0.04181569        -8.82733338        -12.6212269        -11.4515296
## 92         -1.79868249         5.49864319          3.1337954         -3.6542321
## 93         -0.57286095        13.54519239         12.8177226          3.7786573
## 94         36.17259215        47.10784119         46.1723123         32.1114856
## 95          6.46378051         8.64438148          8.7795514         -0.6522633
## 96         -1.98196755        -8.38320764        -14.8103310        -12.9314339
## 97        -19.48858919       -11.81962204        -51.1525977        -52.0437140
## 98          2.85826093         3.86367525        -13.8395843        -13.1040259
## 99         41.34570007        30.22659204         29.2869226         35.6188795
## 100        12.21433188         8.70141524          6.0595282         -0.2297120
## 101        50.76275659        73.33730400         83.7155227         68.9766613
## 102        15.48234593        31.23909697         34.3511477         21.3614976
## 103        14.07668163        32.66938650         34.0416388         23.3946598
## 104        -8.24698341         0.46789278         -2.7623711         -6.7021490
## 105       -14.78387846       -18.14102638        -24.0928159        -28.2229399
## 106         9.24702398        20.01733064         16.9949137         12.9328874
## 107         0.81908061        13.95453518          3.4594196          7.4966201
## 108        26.41937752        31.59058951         32.2111598         27.5194889
## 109        57.20103193        59.38438460         68.0253198         58.8477359
## 110        12.03292375        19.84546650         23.7190353         13.8057231
## 111        42.38337804        49.77957089         45.2416366         46.2748073
## 112        -4.48652174        -4.21095407         -5.7684991          3.2719484
## 113        44.94331226        93.96874665        105.6175209         66.7147293
## 114         5.33940881         6.81325338        -12.3411232        -15.6914120
## 115        30.69917294        37.79339947         36.0935789         42.8259360
## 116        17.16771985        30.84784824         32.0373740         11.9786658
## 117         0.65957685         2.92904767         -1.9512828         -6.9750912
## 118        35.13554838        36.16949071         31.9998786         39.3290566
## 119         3.16683523         8.32706867          9.1727628          4.9782146
## 120        34.18506729        39.82376606         27.7871002         25.1672205
## 121        39.49735374        40.11259690         39.2846812         44.6808339
## 122        42.47070588        54.76375289         33.7614549         29.6794534
## 123        16.55241836        20.77925409         26.1192077         27.4771734
## 124        -5.00659501         0.28177059          7.3210518         13.2000230
## 125        19.87424809        30.82616221         32.8823367         14.7121294
## 126       -11.50880688         3.88145791         -2.3964449        -19.4242401
## 127        -3.73832215        -2.83018806        -11.6224634          3.2816741
## 128        -7.98505675        12.39811992         16.5627933         12.6117696
## 129        -9.94678507        -4.05275224         -7.6216579        -12.6745601
## 130        16.24242609        52.70700370         48.6821773         24.0620974
## 131        18.89923705        22.85895095         24.8168212         31.8320232
## 132        14.57382327        16.23367605         15.0445196         15.7107537
## 133         6.33512626        27.70797134         21.7133647         18.8731657
## 134        73.77775156        71.91359587         82.3653338         89.9288641
## 135         1.51923253        -9.06637409         -5.1846950        -21.2598822
## 136        11.26095809        31.16057313         14.9025097         14.8225479
## 137         1.30803829        -5.00609919        -12.7137366         -8.7277015
## 138        11.82519371        44.67848701        -16.7994910        -22.2288459
## 139        39.87734308        45.01013382         28.1720459         25.0099178
## 140        10.06579496        16.34581584         17.0849432          8.3005151
## 141        24.80097289        22.69898239         28.2791674         22.5742533
## 142        -5.15719605        -5.63500833          5.2539099          9.4248973
## 143        10.05410231         2.51531063         -4.5893799         -4.0052351
## 144        15.94645016        14.21133280         14.3865645         15.5781662
## 145         4.71861868         8.43946455          3.7634046          3.1907825
## 146       -10.14818361       -20.71770916        -26.3761440        -25.0085833
## 147        32.87774072        16.64654530         17.9538993         20.1069061
## 148        12.93988671        20.05110843         15.6187061          5.8594483
## 149        23.89219867        27.01936866         26.0672344         20.0762870
## 150        15.07577371         6.95541740          2.4443954         -6.9464300
## 151        26.86680240        30.99843699         42.7553723         36.7908404
## 152       -10.15228022        -6.67837967          1.7891418         11.7894758
## 153        42.44527006        52.64688347         42.8588755         41.2271271
## 154       -21.98221149       -11.78161160         -9.0370390        -13.7640454
## 155        -2.32318558         4.25148623         12.5395934         -6.7335492
## 156        -2.67434735        -3.66982469         -8.9336549         -9.7966039
## 157        -5.83377895        -3.18209032         -4.8532927         -0.2655708
## 158        29.67995441        39.82119265         57.5770242         49.3525754
## 159        32.56131534        39.05512458         33.2550835         29.7454068
## 160         8.76765982        12.84202433         17.5149593         12.2925310
## 161        17.92200762        30.27885534         30.2130129         31.3078016
## 162        -7.86561973        -3.67944166         -2.8944747          3.1184782
## 163         0.53376370         8.66371534         -9.4617890        -18.5022155
## 164        48.71092315        75.12920809         77.7122282         79.2989472
## 165         1.45314167         7.34082851          6.2467188          3.1306418
## 166       -23.86106484        -9.54781752        -10.0102968         -0.1655455
## 167       107.79758406       145.21634401        143.4361767        145.6654685
## 168        79.37946574       182.35096705        215.8628445        209.2597226
## 169         0.84856587        13.65852481         -3.3139714        -11.3834794
## 170         0.73118358         4.08105218         14.3677881         12.1822039
## 171         7.53675575         8.03295807         14.0579537          3.6568541
## 172         3.19052581         1.81209485         -2.5347366         -4.1864068
## 173        11.11757887        15.75862339         20.7468984         27.1671766
## 174        44.18015766        52.78145179         55.5616080         56.4803215
## 175       -12.06597472         2.21998255         -2.5024083        -11.2182274
## 176        17.00405774        25.78074565         12.3006202          7.9170719
## 177        17.06447002        16.89074008         19.4613737         12.0281671
## 178        38.37662334        24.83889776         21.5630270         12.9904495
## 179       -26.99525613       -27.48873055        -30.7917879        -32.7251953
## 180        23.24439488        32.34832105         19.0598858         12.0123688
## 181        34.21815579        45.69551016         47.9326269         58.9632983
## 182        -9.27136603        -6.29081479         -2.0100569         -5.3183829
## 183        14.60623261        24.34221355         16.1938312         15.3213925
## 184         2.28806215        21.20634048         24.1122849         15.8366399
## 185        33.17026435        61.25592849         56.5447461         48.1602495
## 186        82.65044390        96.56882251        100.1262575         93.8442737
## 187        54.43360502        91.85380881        100.7342810        117.4976448
## 188         1.38155551        -8.54097056         -9.7973223        -13.2060211
## 189        -8.53238286        -1.24454861         -6.1341449         -5.8586115
## 190        53.40411469        67.43227762         68.3795090         57.9952867
## 191         6.84957565        17.60371049         13.1665445         16.6810345
## 192        33.08553260        39.71395187         45.1244679         43.6641260
## 193        48.67642946        66.14014641         31.1493940         19.7970540
## 194         9.69151102         2.00964309         -0.3145261         -1.6450724
## 195         6.07752157        13.58331530         10.0850776          6.5218043
## 196        24.21153236        11.01628429          8.2914183          5.9632338
## 197        19.95233185        39.23929821         31.4632086         24.9599699
## 198        20.82231236        36.11387066         36.8981969         18.1451300
## 199       -13.83841594       -12.89401774        -13.9590413        -12.4827156
## 200        12.76919117        12.72822665         -2.2512233         -2.4094387
## 201        32.50444424        37.43474540         41.2576524         41.0738289
## 202        -8.38516333        -8.86800868        -13.0900308        -26.1055357
## 203        13.70063889        17.22226987         25.4517711         12.3184972
## 204        22.88589441        38.20988729         29.3517456         13.9020255
## 205       -16.22043844       -14.09288487        -20.2421458        -38.8834634
## 206        12.99422993        22.30344549         33.5380050         31.2175628
## 207       -17.24701914       -15.80621038        -25.2051086        -25.3156040
## 208        17.16564786        21.97650180          9.4956288         11.0101204
## 209        10.75633489        27.95499822         42.7152769         33.1398927
## 210         5.71774543         3.39862027         -2.3157649         -4.7544516
## 211        32.22335367        45.09807460         79.5044829         68.8248997
## 212        -3.21836464         6.71821662         22.5294480          4.7840862
## 213        11.97821296        13.67203034         22.0387864         19.4115920
## 214        24.63483511        34.78394703         52.3485998         42.4613631
## 215        15.26886423        27.58941685         15.7965621         15.0387690
## 216        -7.85155685        -6.81512258         -6.9353398        -17.6367950
## 217         9.31456261        17.32674509         16.7745595         18.6026445
## 218         9.24808692        10.79877828         31.5163554         29.7165223
## 219        67.94526356       102.18281498        115.4964814        110.1645510
## 220        -7.43147536        -5.40175664         -0.4204783         -0.8575392
## 221        20.09597588        30.13680799         38.2724011         28.4267721
## 222       -17.95554325        -9.89426799         -3.0521670         -8.1493190
## 223        -3.81748364         4.67783395          5.1046497         -2.2676131
## 224        18.66988156        33.09583516         23.7406471         11.2610464
## 225        23.37116121        37.98777503         30.9683203         33.2274147
## 226        23.53451982        38.51022149         34.3565610         22.6293096
## 227        36.26762354        48.18099523         37.0855367         37.2412437
## 228         9.64602704        17.12911832         10.7830018          5.9905984
## 229        -0.09246230         0.57605683          0.1929493         -2.5982769
## 230        -6.77038813         0.44747189          7.9550261          0.5761880
## 231       -19.02313769        -9.57556272         -9.3525240         -7.1578979
## 232        10.54948604        19.67126010         21.1093846         14.4864587
## 233        28.87687531        33.59387670         36.5379001         40.5315653
## 234        17.67951656        23.29454523         23.7658771         19.4934357
## 235       -14.59577532        13.83942408          6.6689487         16.9528631
## 236       -39.69443224       -31.76271471        -29.6153885        -33.1673353
## 237        31.65089419        71.95655827         50.8764275         41.7455702
## 238        14.06291539        10.25996447          8.3931853         -1.8786518
## 239       -16.66666667       -10.32110128        -11.9369434         -4.2136238
## 240        -0.97269575        21.92456622         36.2046694         10.6809049
## 241         7.02761044        13.52919006         14.9917331         21.2991468
## 242        35.00397746        38.20521557         29.4721236         29.5018867
## 243        30.05330348        42.01223800         46.1013881         36.0857702
## 244         2.20385188         5.12054942          6.7429246          4.2814527
## 245        22.02875910        34.60966711         40.1858307         30.8795148
## 246        18.71798224        44.71293850         42.0081650         34.6384890
## 247         8.44740407        12.60721070         10.6052624          6.9537591
## 248        33.88879563        36.13448663         33.0959464         28.5890094
## 249        14.53548654        20.30553809         20.7808988          9.9610142
## 250       -22.83016565       -11.25048366        -27.1114573        -32.2324413
## 251         3.03266216        23.83177791         32.1036925         10.6010059
## 252        50.18274540        85.29555957         85.6413326         41.2388864
## 253        -3.19712639         5.70495846          8.1754711          6.1130613
## 254        15.46842156        22.10785320         22.6739589         25.3819891
## 255        84.98211682        87.80219911         89.2268949         78.2659387
## 256        23.03224305        35.64385589         38.6248490         30.9511637
## 257        35.83369054        42.13124770         25.2737143         20.8229440
## 258        -4.80295586        -4.03476244         -7.7382124        -15.0704989
## 259         5.60908924        47.36774765         -7.6182917         -5.8208353
## 260        39.84082399        60.56365755         51.2767576         55.8847474
## 261        10.83920750        10.21559924          7.3370376          1.4294663
## 262       -18.00806619       -14.42877117        -14.7667086        -20.3447225
## 263         0.47633770         2.11963423         11.7014063          8.8079894
## 264        39.59182205        65.30026150         58.5763753         52.5892362
## 265        -0.06069266         8.91737081         11.7494335          6.7900202
## 266        22.27277960        32.23894082         19.1632791         14.0607655
## 267        -5.67145092       -11.22562426        -17.6243523        -17.0221100
## 268         2.73361178         9.73444562          6.1004835          0.1672999
## 269        29.45194585        37.99235916         48.5234146         49.5948608
## 270        40.63779181        52.26621746         49.1218204         48.2036710
## 271        29.48446243        36.97932491         32.0234784         28.5118322
## 272         2.37827559        55.96837269         47.2754433         48.9993729
## 273        48.27054163        54.97513620         57.4913104         47.3604520
## 274        10.43645012        14.91323569         19.8726363         17.2057442
## 275         9.57401760        12.92860941         14.3601054          7.2193412
## 276        27.42193944        31.86533138         20.3264284         19.5720323
## 277       -23.31326117       -23.93568783        -24.8562794        -36.7985743
## 278        -5.81786605        -7.90210690         -6.8235521         -9.7640410
## 279         4.06949865         7.81619882          5.3216085          3.0330470
## 280        35.13380206        49.82564145         45.2959069         37.0146763
## 281         1.07294231        11.45748004          4.5357729          5.6759336
## 282         0.93930860        18.33968093         37.6490294         27.4053762
## 283        25.02416053        58.81100877         40.4317371         34.9232035
## 284        41.11110879        47.07744907         24.5164502         22.0161280
## 285        -1.91714568        11.07480143         11.7768918         -0.1746835
## 286        42.99229129        38.13672290         40.2655540         40.3283938
## 287        14.93849022        19.04956232         26.5761106         29.6638963
## 288         5.05683622        23.97102313         23.5448688         16.0774657
## 289         1.38517751         5.18946918         20.0390228         27.0256745
## 290        38.22636623        48.41272318         36.1070212         26.6957210
## 291        -0.48873665        -0.80121543         -1.7793250          5.1363842
## 292         7.55131375        10.38162661         15.0670264         12.3403233
## 293        25.63281641        39.69009251         31.0997236         42.3310452
## 294         7.60862388        17.23143539         15.9098076         14.2241874
## 295        20.45994869        31.81780102         37.0606169         29.1738573
## 296        31.49925473        53.34716865         47.5713845         40.6324600
## 297       -49.43775590       -42.70558339        -38.3188287        -35.8494128
## 298       -42.93213520       -29.65645159        -29.5913633        -33.3236016
## 299        75.16905542        77.66476752         95.8981177         76.5559722
## 300        36.67609235        40.12233468         35.1904962         30.1606242
## 301        13.35993488        14.23079085         -5.6561897        -18.0474446
## 302        -3.13361198        19.43116363          6.1877572          1.2266683
## 303        22.44850822        33.73932059         43.7398167         33.0114109
## 304        10.25640288        53.41027520         36.9426696         31.7354411
## 305        25.71852012        19.78609492         18.5219678         15.3854937
## 306         5.75134740        20.12863733         11.3017109          3.5153776
## 307        72.66759761        82.10340015        109.5778839         71.1852605
## 308        12.48405311        20.60755453         25.7990599         15.5263479
## 309        42.38368033        53.29453142         45.9817917         22.2781016
## 310        38.47391113        33.54736920         40.8924794         31.6137069
## 311        13.25209258        20.11308359          0.1346768         -6.3307094
## 312        15.78454803        21.88241644          3.5370789          3.5370789
## 313        25.86284445        38.87240790         75.8296772         92.9896877
## 314         0.09904977        -1.40272363         -6.9340525         -6.7308489
## 315        18.13230000        80.36658357        124.3865904        122.2733436
## 316        18.00225783        21.96921097         25.0922712         37.0174043
## 317        70.41389071        83.26353546         83.7895839         78.2922429
## 318        16.21602769        37.44049457         47.0745440         33.4914664
## 319         5.42425280         0.27639158         -6.2047609         -9.4056959
## 320         4.41727107        10.70076086         14.1512486         13.2584865
## 321        -6.44308135        -8.28845625         -2.6870278         -2.7957225
## 322         0.18233963        -0.71023892          2.1777451         -0.3587876
## 323       -28.08379343       -22.64061086        -21.0438047        -18.9053634
## 324        -8.95123280         8.78323571          0.7522945          2.5733945
## 325         9.02803955        13.72978846         11.2095366          7.2278272
## 326        64.99686946        72.61271602         62.1084118         51.0567577
## 327        53.14905164        76.67040748         59.4411129         49.9613412
## 328        91.41516571       109.23753810         78.3750057         65.6413330
## 329        59.10895268        56.18099488         36.0618611         44.1646644
## 330        29.69780898        53.41554516         48.2450333         39.4796694
## 331        16.24045300        19.60181852         11.3986229         10.1296023
## 332       -27.86602193       -26.59873485        -23.4798536        -30.6210596
## 333        40.27576482        40.26518221         33.4131479         36.4820151
## 334        40.56879796        40.59027226         33.3703246         36.0507447
## 335         7.18010060         6.74360737         -2.0046971         -1.7651645
## 336        23.39465988        28.97023071         29.7400138         28.7831492
## 337       -11.93143368        -5.48270884         -9.9288425        -16.8838418
## 338        42.08323651        53.82645981         63.6573196         68.1879374
## 339        38.87069511        49.64725825         48.7291809         44.6717815
## 340       -14.12104017        13.71492865          6.2277234         -3.2282687
## 341        39.05302063        53.86447674         55.2424674         53.5818419
## 342        24.23901288        28.66646415         39.8972800         44.8591684
## 343        -2.63433065         6.67049254         -1.3783332         -6.6722373
## 344        38.92821004        52.50928447         47.0128368         50.0764661
## 345         0.40610166        -3.88000079        -11.3547080        -13.8868243
## 346        32.75699188        40.14862157          8.6113301         -8.0601039
## 347        10.65705870        28.94491476          4.7005372          1.4695134
## 348        27.09091671        37.66773961         26.8096759         23.2999229
## 349        15.58238716        27.69947975         25.8003403         15.3671033
## 350        32.45628469        42.55783996         38.1921802         40.4007690
## 351         9.75881199         6.25759145         -1.1420589         -5.5505154
## 352        -3.20742497         0.74493350          4.6424954         -4.5234654
## 353        31.65748324        41.63091865         47.3360578         44.7068731
## 354        12.30445587        16.92433060         23.8009679         28.4811948
## 355        47.81647674        64.03563573         59.4089905         34.8579374
## 356        20.06759730        34.08275605         19.6390649         10.1665961
## 357        13.28327558        14.75792882         10.8661902          8.9570848
## 358        12.12688180        19.03613876         19.2086059         17.4004081
## 359        36.11886024        38.97087320         29.2847770         29.0560921
## 360        20.15112894        31.49382768         30.6904094         17.6692919
## 361        24.20429041        37.16634921         33.4017602         45.1114326
## 362         2.72607529        -1.21402467        -11.7966714        -13.1881188
## 363        -3.27704780         7.35387122         -8.9083570         -9.6631962
## 364         9.65997107        16.93537703         19.2366724         19.9261349
## 365         2.49336263         3.36340588         -0.2798793         -6.6447997
## 366        31.39346315        41.97334453         28.5269785         24.0336080
## 367        -2.82107404        11.62848688          4.4912378         -7.7142346
## 368       -20.38416375       -20.03737012        -20.3921187        -14.9224239
## 369        -2.16111604         2.70197474          2.8319294         -3.3220996
## 370        56.18812434        69.01459825         75.5991209         70.9625910
## 371        -1.03594530         9.03321315          1.6877975         -0.5965087
## 372         5.00104508        12.11817516          2.9164945         -4.5644313
## 373        17.33399648        28.67898994         34.7638926         30.9042819
## 374        31.87297171        39.01375889         34.6105033         30.1696415
## 375        -1.98232825        -0.24867031          0.4500997          1.5191560
## 376        -3.74410304        18.23797845         10.8320336          6.2537212
## 377         5.57572002        11.09201456          2.4935142         -0.1946096
## 378        32.56198296        39.65393877         52.0119287         48.5296324
## 379        15.19009248        12.43357324         -7.2437234        -14.4210322
## 380        16.74571389        16.95906172         11.8099199         -0.3580933
## 381         1.45985075        14.32900178         22.5522078         22.9515848
## 382        13.38543012        17.39394908         26.3126228         19.5890309
## 383        -1.80470887        -9.84295637        -21.3314594        -33.5702196
## 384       -17.50823462       -10.80591636         -4.7646019        -10.7198856
## 385        10.29108019        17.52850319         15.8590048          7.8268368
## 386        -0.31999969         4.46447518          6.8381533         14.5483845
## 387        27.93636636        39.72006787         33.7157177         37.0876572
## 388         1.57450981         8.71513140          7.4956956         -0.9234527
## 389        -5.88662602        -1.26347464         -5.7692262         -8.8669947
## 390         8.70701501        16.43842417         15.6121322          7.4733573
## 391        39.50007172        52.18681065         55.2216241         46.9528152
## 392       -33.14912044       -29.08840940        -39.3794407        -43.7203243
## 393        55.37239318        73.28079867         71.7999892         64.0508307
## 394        41.51267295        57.16746418         47.0671287         45.2528693
## 395         7.19132086        17.14292617         30.9931978         33.0687814
## 396        25.05172275        39.70483170         44.7227820         32.4734410
## 397        29.79448242        43.29546335         44.6648346         41.9938059
## 398         5.35278238        12.10316850          9.6748610          9.1641968
## 399        12.78970995        29.15149459         23.7546739         10.3929806
## 400        18.58460044        13.48132022          8.9264691         15.4436414
## 401       -12.67594189       -20.63290358        -18.6051870        -21.8317158
## 402        -6.15823167         1.32211602         -7.4648248         -2.5712573
## 403         3.46440946        -6.34087837        -11.9396444         10.3362363
## 404        35.04858066        44.33118327         39.6417126         29.0584175
## 405        40.93793143        52.90751381         53.9004359         40.2925016
## 406         5.89192658        19.50551511         15.1772276         12.0305707
## 407        45.47928876        62.26805788         72.2108309         39.4758688
## 408        -3.25670564         2.46178510         -2.3649708         -5.4806016
## 409        31.25365866        41.17979671         43.6865868         32.3376477
## 410        56.64590330        73.58175361         70.9205577         71.6382197
## 411         9.02518570        15.52526051         15.9581158          5.0746827
## 412        29.93047799        32.48358440         11.0149401         13.2236000
## 413        44.41517655        76.61081855         77.1816378         66.3228192
## 414         4.02273584         7.47897417          9.9982848          0.8605687
## 415         8.13196744        19.54888076         12.9619904         13.5283051
## 416        -6.24009719         2.72326579          4.6847293          1.2846420
## 417         7.48075865        21.23311754         29.5571974         17.6788250
## 418        62.10480606        73.57143985         84.1803319         79.7597036
## 419        20.68455557        21.72691570         22.4387183         17.4167867
## 420        19.41376322        26.26832590         26.4270503         24.1391227
## 421        38.28883578        57.20496288         53.4690829         31.3932680
## 422        28.64798619        30.60779458         19.9600165          3.0161834
## 423        18.09620773        16.22837491         -7.2481467         -2.8136275
## 424        -6.98580260         3.88884922          6.1783520          2.5098863
## 425        11.29688960        15.08675519         21.7964242         13.7713550
## 426        21.83369424        21.00749998         21.7361383         19.4975636
## 427         5.78773231        26.23201869         25.5197955          6.2276751
## 428        -0.34399654        -2.11329732         24.5319505          1.6435575
## 429        11.57698120        20.08037585         23.6721993         22.7254708
## 430         3.99368993         5.70065766         -0.5618173         -6.9767411
## 431        19.63175414        32.03763396         53.1292453         45.5180213
## 432        18.12538774        20.59569714         16.1073911          5.0220740
## 433        14.19316792        13.72434169          8.9938077          0.1549524
## 434        -5.25059727        -7.67442203        -27.0220591        -32.8257169
## 435        39.26597899        49.00551860         62.4695906         60.5503385
## 436        -7.70806057        -3.48219603         -7.8860445        -12.0531778
## 437         4.49961926        17.65768332         14.4160189         16.7113771
## 438       -45.87242787       -44.15080428        -47.3861768        -49.7986304
## 439        29.89314055        42.28806565         52.0289889         47.5402723
## 440        15.08486083        20.36936340         13.9177314         10.8222244
## 441         0.45619221         5.33413216          7.9878122          8.5181403
## 442        22.70290336        33.65999587         37.6644404         44.5598942
## 443        40.83653019        48.75952830         52.4238998         50.9343525
## 444        11.01896581        15.55858890         18.7116280         15.9696592
## 445        40.85816228        40.62351144         40.6904766         23.5417058
## 446         2.90162392         2.76552677         -9.6988070         -8.1013527
## 447        60.64916844        57.78574611         63.4019784         57.9516304
## 448         6.48990151         6.31749463          9.9949884         14.5413670
## 449        44.56485646        49.02166825         44.3216604         39.7088128
## 450         5.63827275         6.61938623          5.3349623          9.7707314
## 451         8.75734995        11.47629500         14.4638851         10.9207403
## 452        21.73207832        32.01908613         45.1808921         35.3675832
## 453         8.97545851        11.17699079         30.3441182         34.1902961
## 454         8.16109871         8.63075012          1.4030506         -0.9196977
## 455        42.16216305        54.34176160         67.9306962         51.9346152
## 456        55.38733491        68.92793817         70.7600157         65.9671089
## 457         3.68967503        13.28054905        -23.3158685        -29.2299012
## 458         7.88127770        13.02029115          6.9443099          4.9279422
## 459       -36.14776564       -29.47375860        -21.7864486        -24.8273695
## 460         7.55320467        24.03312854          9.6517944         -0.1973876
## 461        -3.59878940       -10.44467246         -6.2325520        -11.3429652
## 462       -21.95527250       -15.94026711        -18.2618255        -19.3084600
## 463         8.10866987        11.60684089          8.2215761          1.5022830
## 464         9.31372847        23.54570830         19.6779942         17.1628724
## 465        19.35879351        12.81783498         12.2703579         19.0079563
## 466         4.81808883        39.02543508         54.7359368         51.4476003
## 467         9.00762542        14.56355488         11.2728955          7.1778117
## 468        16.56319273        23.24957525         12.4831116          7.6151468
## 469        -2.02929835         4.34673452          2.8305624          1.9720219
## 470         5.26895044        12.97179420         14.0493066         20.0913903
## 471        20.27317366        36.41317805         43.0484973         34.8252566
## 472         8.35222689        36.32754260         28.0204997         11.5872813
## 473        -9.94708571       -11.21543876        -18.8751152        -20.6896497
## 474        14.62909684        27.83367191         19.1774457         22.8423333
## 475        20.94112498        35.55575080         41.4518569         34.2210093
## 476       -40.44780553       -30.01842516        -27.9549170        -31.0516046
## 477        -5.13312029        -2.09971511          5.3778104         -5.0639694
## 478         1.64056097        10.53129231          5.1628908         -0.2255974
## 479        40.22012655        44.01189373         37.7537519         35.9601818
## 480        65.19996119        66.59016705         85.5282443         63.5866046
## 481        20.14266589        29.10341424         24.6809270         21.1542374
## 482        54.19789297        53.94155611         52.4970576         62.6985744
## 483        19.55021084        22.23673431         25.1136655         11.4074706
## 484        44.74257909        61.41588423         59.8217498         44.2548103
## 485         4.19295055        18.32080531          5.9785521         -1.1459907
## 486        11.96429660        15.21415812         18.0575984         -7.0086092
## 487        14.92410558        20.41874403         10.0524904          7.1114096
## 488        78.98881823       113.33805445         73.7941769         60.0152650
## 489       -11.19857132         3.04869248         -4.1966684          0.8122334
## 490        26.06412634        30.50882989         35.5612545         32.5857143
## 491        12.28119061        13.27346121         14.4554795         12.4193236
## 492        24.38138729        37.92145023         41.7407866         19.8897385
## 493        -6.94802204        -9.80707022          0.1785717        -10.0801419
## 494       -16.25885924       -12.05574484         -9.6380583         -4.2645327
## 495        11.83066191        19.77842075         33.4880099         25.9780431
## 496       -13.59322414        -4.87945994        -16.7434527        -18.7045340
## 497        -3.53535615        -6.42988485        -12.5858116        -28.5313361
## 498        13.67708898        16.46139975         14.3106180          9.2344049
## 499        61.53739657        81.48688650         82.4350592         89.0455775
## 500        20.40893947        22.99079120         23.4537368         18.1273428
## 501        59.86203544        69.88866843         19.8314651         18.9091618
## 502        19.78687069        14.98923228         11.9205237          8.2077056
## 503        49.51999597        48.11769962         37.7050645         36.3738557
## 504        15.57904946        26.09465172         29.3890846         16.5976289
## 505        21.11124327        25.39296782         37.6653525         36.2628696
## 506        23.06998893        30.97119322         40.1283928         42.4439860
## 507       -10.58392704        -9.23476351        -13.3469505         -9.6008536
## 508       188.19046351       251.45178816        388.8385880        378.5771452
## 509        16.70135782        13.53099948          9.6908603          3.6673432
## 510        34.48799663        35.29517833         37.1645255         36.4575075
## 511       -12.17698043       -14.84895874        -11.2069466        -23.4720775
## 512        38.22767170        58.68507299         41.8208250         49.5601206
## 513        62.01433229       115.06877990         52.3134301         20.5829003
## 514        73.55908118        75.68088771         85.1682406         82.2060180
## 515        36.08208283        34.11323550         36.2362929         54.3853294
## 516        24.38838857        26.37126891         29.0364936         25.9180178
## 517        15.80443810        52.12845644         22.6369662         22.3423502
## 518        11.46757917         9.89233042          9.9663266          5.0836549
## 519        14.94061308        25.11216254         28.4237409         24.9695734
## 520         3.05414305        11.23341840          8.1816159          5.6102004
## 521        25.41320459        25.93630967         42.7343192          8.6997840
## 522        22.82173201        34.97395110         28.7238494         27.4638184
## 523         7.69724212        27.19696507         28.0506407         29.4925105
## 524         4.91829916        14.44931769         23.1367503         23.4572661
## 525       -41.51808676       -18.62466089        -30.7507903        -30.3217334
## 526        17.26781781        13.29416548          8.7305890         13.8644088
## 527        44.19861938        51.01355916         75.8062773         50.9857608
## 528        17.15971584        22.20889533         21.4966074         14.0178219
## 529       -36.43906422       -32.69691680        -24.6028963        -23.5694204
## 530        12.32192388        21.97458903         35.2344875         24.7119141
## 531        -7.91572364        -5.78776030         -5.2651761          3.9027141
## 532         5.06982597         3.63278799         -1.3984287         -7.0203492
## 533        10.54459481        23.92533292         36.2690300         29.2014713
## 534        60.46165670        70.49493702         96.0307713        101.9588273
## 535        32.42863800        57.30012451         51.8673213         39.0696742
## 536         6.08543423        22.18925781         19.1345147         20.4905678
## 537        47.39918661        76.60605375         75.6765519         71.6117045
## 538        96.36239677       162.23648956        149.3789583        109.7123018
## 539         1.16811877        10.73445173          7.5665519          3.2065532
## 540       171.39178487       175.02427306        175.9671023        181.6746682
## 541        33.66713260        41.60908036         39.0517958         37.7863680
## 542       -28.90295427       -21.48182153        -35.3166953        -44.6997021
## 543        51.31161273        63.51955142         54.4251211         43.1770363
## 544       -15.15556224        -0.71395983         -4.7185365        -29.0813912
## 545        31.13370383        33.21422499         38.3130352         37.1172333
## 546        29.37225255        22.66295344         30.1564398         26.1699812
## 547         6.13825966        15.52368381         17.3241310          7.3474964
## 548        33.03717304        51.20399445         38.0022181         31.8369990
## 549         3.54188459         3.23399335         -3.7476790         -3.0038573
## 550         7.83117511        10.52852704         13.6694971         10.2941568
## 551        20.43108213        19.27679108         12.8138785         15.9723851
## 552        26.06009377        34.98367126         32.5522280         33.6315193
## 553        38.10702437        46.66180258         18.0781032         14.6135445
## 554        35.24700761        57.44210860         47.7162208         49.2308686
## 555        36.35409996        29.81646395         40.3482703         33.2265505
## 556         3.12494735        17.31030084          4.4339079          1.2900589
## 557        19.92167786        27.33662188         29.6709047         24.5915288
## 558         8.93746430        17.87424291        -15.6236625        -18.6486237
## 559        70.21092806        97.39613609         70.2961764         89.4619504
## 560        25.75754711        32.14984513         31.7629778         31.8831825
## 561        11.01072484        18.89744196         23.5837129         19.0264013
## 562        16.26161368        24.67737308         21.4761202         13.8718254
## 563        16.50763772         8.33344792          2.4909502          2.9215123
## 564        40.65188323        45.51229841         38.9808265         54.6887416
## 565         9.59503224         4.27912370         -1.8817825         -5.5004765
## 566         8.70708533         8.31278065          4.1103299          1.7946234
## 567        15.61582123        39.82980727         31.8249091         37.7528205
## 568       -21.99142389        -5.77001062         -2.6618655        -10.1069811
## 569        16.51765577        34.78795743         43.7329018         30.3400591
## 570       -48.52047114       -26.41946906        -25.9475213        -31.9764341
## 571         2.57327641        13.02480499          7.3940824          6.2014045
## 572        20.56108624        31.29673850         30.8276665         33.2071772
## 573         4.05005710         6.54824969         12.2766562          4.7871189
## 574        17.21150495        34.76790137          4.6861301         12.2222181
## 575        -1.09587124         1.16794573        -25.4857379        -21.9269625
## 576        22.26422127        22.85295813         29.6145645         26.2368293
## 577        15.19042027        32.22404825         42.0780845         36.4833373
## 578       -10.93658198         0.11194282        -15.5216809        -32.2066022
## 579       -16.77122649       -15.64222344         -8.3793727         -8.5898062
## 580        -0.36537895         0.85075711          2.5561345         -5.4230777
## 581         4.48781690        -1.42300485         -7.1289890         -9.7941145
## 582        18.53429560        28.45155004         26.6819513         17.3178661
## 583        -2.96240785         6.71406892         14.6996102          8.3627197
## 584        15.21477214        12.28446629         17.5275588         11.9229164
## 585        29.18520699        33.19246205         48.5107712         52.4761690
## 586        31.54605244        41.01891015         44.5047953         41.6102852
## 587        37.74886638        52.67740081         69.4052067         60.1337311
## 588         0.30454511        -3.23991444        -12.8317111        -18.6347993
## 589        -5.49330168         0.32289662         -5.4741896        -11.0395160
## 590        19.49574199        31.69627566         42.5174747         46.2504381
## 591        16.76992865        29.08447928         42.6330050         31.6938555
## 592        18.00312989        24.51950292         26.1380949         33.8381068
## 593         4.70475374        19.19043124         12.6005582          2.5640615
## 594        56.66667362        52.50000659         61.0674231         83.8999345
## 595        28.17140957        36.59081384         30.4193216         24.6027363
## 596        10.31669667        14.30404948         12.6163933          9.2149303
## 597         5.36256149        24.41465711         37.8156386         14.7782923
## 598        -4.15876160         1.39260716         -3.0015552         -2.3441157
## 599        23.56709485        28.36938783         28.5833359         23.9926546
## 600        47.51130564        47.90169302         61.9875758         57.8692407
## 601        -5.70889273         5.76991280          3.7645940          1.0045814
## 602        11.80409782        12.19215610         21.9254989         16.0407973
## 603        31.74000322        25.76268466         23.3215740         19.6236433
## 604       -10.59374512        -5.85281941         -8.5691930        -17.7634972
## 605        19.02753531        26.73644488         26.5783227         23.1488117
## 606        32.01762660        44.57293795         39.5277317         35.7578781
## 607        17.41911282        27.29163974         16.2686707         15.8419681
## 608        25.25789303        29.90760443         42.0418327         43.8520925
## 609        96.19514675        81.13314450         77.1681861         66.9887623
## 610        11.12677199        25.77807473         27.4231765         15.2324743
## 611        14.52034064        23.33668464         29.3241580         31.3731146
## 612         2.53402669        38.92735046         45.0523212         34.2894303
## 613        37.07366465        57.29258759         46.1794715         27.0324185
## 614       -38.84992849       -27.21201768        -47.6800003        -43.9348480
## 615         6.71616597        13.14296204          7.0859322         -1.5921031
## 616        61.81135062        76.37001037         89.5769594         91.4176579
## 617       -48.60024041       -44.56168446        -52.2110244        -53.6760703
## 618         6.87388799        11.91511297          8.5925504          4.9070438
## 619        33.05530419        46.62959905         38.5481490         36.7156955
## 620        27.39271931        36.89981829         33.6346293         40.9000312
## 621         7.76006252        18.88129801         23.6885310          9.3214215
## 622        29.42384211        23.35812834         22.5138306         25.8660258
## 623        16.88653681        41.38074733         27.3766066         29.4199599
## 624         1.49987863        17.70743980         33.5490100         41.3214655
## 625        50.56435164        85.11188344         92.6340445         73.8181890
## 626        18.56232943        20.31394113         -9.0718786        -21.4587124
## 627         4.22893648        11.89053715         14.1689872          5.6861098
## 628        33.38895818        31.80105914         31.1428046         31.4876814
## 629        -1.17711795        13.08461308          4.8010564         -2.2327169
## 630         4.26969810         8.27256488          8.9932479          8.5258475
## 631        32.58879188        39.95829137         49.6279214         51.0548093
## 632       -12.64962968       -10.56641091        -13.0266725        -14.4920219
## 633        19.58323052        31.79673863         33.4129637         30.2154079
## 634       -18.66320295        -9.66018045        -12.0763153         -6.8378310
## 635         3.04423143         2.98507724         -8.6557989        -23.9185726
## 636        59.38461499        90.44117956         91.8518423         55.5555587
## 637        36.03969324        55.61513929         56.4886759         50.5642921
## 638         4.68250382         9.13613196          6.4610272          6.7187087
## 639        29.09797501        38.72559788         38.5872557         39.9268786
## 640        18.22810608        27.72276636          8.5046716          3.4759303
## 641         8.02045986        16.14175543          2.3337209          3.2612260
## 642       -38.46373053       -22.41399602        -11.2436541        -20.3813027
## 643        21.00555250        30.32263368         35.9810989         38.2078361
## 644         6.32754084        12.29961423         14.5289390         15.5025001
## 645        13.14559465        21.79605536         32.6295486         26.6925865
## 646        11.27279190        21.32951481         18.8973155         19.8098622
## 647        11.12584229         2.33899190          1.9494151          5.7600735
## 648        28.52854604        56.11540364         15.5310732          5.8986343
## 649        14.88524469        17.15878620         17.6107763         16.7014944
## 650        27.58108002        32.97555555         40.7148124         39.1636189
## 651        26.96868843        27.93555072         44.1913050         39.9739586
## 652        26.77535883        32.67016838          2.9816504          3.8306302
## 653        30.34947699        32.52688135         21.9302385         19.2795664
## 654        -3.01338164         2.70540225          8.8236938          0.6204668
## 655         9.39999580        37.26474113         28.3284466         28.4037440
## 656        21.61478406        31.35814358         22.3596738         20.0075444
## 657        -5.79634064        11.86418310         11.1673197         11.8965906
## 658       -19.50241974       -16.56890550        -20.2686150        -24.4729517
## 659        57.74130699        58.40512410         52.1993176         44.3676458
## 660        17.41128917        29.54345254         36.2696454         24.9558918
## 661        17.39354124        12.49869220         20.0370772         10.3435466
## 662        18.80280264        26.64084341         22.3954164         17.0941062
## 663        -7.85714558        -5.07726657         -9.9790671        -13.0141626
## 664        15.85529775        30.41046224         29.7872571         22.2867973
## 665        -0.13225701        13.08529562        -11.1427628        -11.4006866
## 666         3.00745739         9.63878116          4.1360370         -7.0105134
## 667        12.31206594        33.95099661         38.1343865         36.8967675
## 668        -2.56883359        -7.09171693        -15.4759613        -20.2125773
## 669         8.64550295        11.67718531         10.8465447          7.1945384
## 670        -0.17675214        11.33562905          4.7287922          1.8714811
## 671         1.34984653         6.56800874          9.1551549          8.4646167
## 672         7.61401240        15.79462098         -6.5012361         -7.0446424
## 673       -26.83175546       -14.63934295        -16.5021746        -18.3540099
## 674        14.42944590        22.84277649         25.0760091         34.9172527
## 675        22.92273584        26.50564459         20.7815690         20.5635545
## 676        16.63478591        21.59699134         25.7698010         21.8097081
## 677        -4.38390490        -3.51736349         -2.2831556         -3.0202955
## 678        19.99890091        10.58312804         13.1230890          7.3331162
## 679        20.63980459        36.90795759         48.6318810         36.6234255
## 680        15.99748816        27.91167462         33.0997237         27.0133316
## 681        49.75917571        80.36253776         89.4035460         93.0164965
## 682        11.06487960        41.17531983         56.6739124         32.6523049
## 683        19.73223889        41.74592404         33.0510481         29.4654768
## 684         9.50889103         9.68437101         14.2445473         10.7733810
## 685        69.02654500        79.64547833         21.2599666         24.3053797
## 686         8.74894269        32.59042888         33.3782348         21.7067485
## 687        20.42705724        28.74685041         29.7008902         24.2475119
## 688        29.44926488        34.69110592         13.5409865         14.2085269
## 689         8.37303788        14.52126596         12.8846576          8.6852922
## 690        15.17349334         5.05997772          0.7702231          1.0633787
## 691        14.99510060        21.62883073         22.1718118         34.3914584
## 692         5.62637575         3.07412442          5.4766319         -3.7369405
## 693        -1.33027783        10.55115710         14.3242631          6.5093466
## 694         0.38402925         7.93225827         13.3811198          3.6173924
## 695        23.53701191        37.91481614         25.3720124         27.1702412
## 696         7.18750049         1.78042087          2.6946154          1.7804209
## 697        15.61687503        22.13767202         22.3868921         14.2675315
## 698         1.79692720        10.31014265         15.9569611          7.3670498
## 699        14.77085729        24.76982737         32.1092265         39.2883921
## 700       -13.93470112        -9.04809361        -10.6355163        -16.1153468
## 701       -26.63442979       -23.51522965        -24.2128076        -20.7358562
## 702         0.34076002         6.57262226         -1.8490525         -1.3281136
## 703        -3.94860981         2.36964493        -11.0825252        -13.2799938
## 704        24.25350536        34.35699058         15.4064672         11.3014189
## 705        79.01501656        87.89828065         64.2011188         67.1551568
## 706         1.07423083        12.48901004         15.6337891          9.4431353
## 707        18.32710858        42.66875803         44.9071094         29.7889409
## 708        90.06839386       139.91007743        115.2145860         88.7772325
## 709         5.26669984        15.72089519         22.9137828         24.3972318
## 710         2.12565934        11.91555963         14.7317522          7.4372035
## 711        31.64884559        28.10131312         31.1647573         26.1418367
## 712        19.97264703        26.00581028         20.2991725         22.7214262
## 713        13.20987153        21.18711973         12.1716601          8.9886801
## 714        19.74753155        25.88609227         30.0584363         32.1934311
## 715        52.69597134        66.02189658         79.6144616         66.9881419
## 716        83.46773540        58.26086514         51.2465396         28.8951787
## 717        34.18939520        62.46886706         60.6718759         63.3284966
## 718        69.16508992        48.62001588         37.4060437         39.2443675
## 719        36.05156077        60.56758275         59.5222848         39.9362653
## 720        23.72646877        42.04499578         29.0854452         18.7097006
## 721        19.42666152        40.32047075         45.2606585         26.4476149
## 722        55.53270423        59.58835107         65.0161074         61.1613934
## 723         1.51941728         0.89486444         13.3165881         16.4622413
## 724        27.57945660        38.06831462         12.5600172         16.0823899
## 725        24.14160831        32.63669639         19.0277457         14.4691150
## 726        36.60446903        59.74361469         14.3339192          2.0727109
## 727        20.37077883        30.05056816         36.2713151         35.8192271
## 728        37.83698925        44.12095934         40.0158698         32.2314614
## 729         7.47318878        15.47394276         -2.6780964         -4.0825531
## 730        20.40104112        30.05250006         25.6681107         14.8809483
## 731        51.69757704        59.07702453         67.5591107         67.6314376
## 732        21.15013752        19.63301537         16.4910658         21.1765336
## 733        47.73890567        29.92278110         18.5415601         17.6573349
## 734        27.78152944        38.35279732         30.3951874         35.9981395
## 735        -1.69685411        13.00968423          6.1002481          7.6192496
## 736       -12.28429080         8.24760821          3.1647750         -8.8449897
## 737       -55.87911054       -48.74423433        -51.1837945        -59.7017941
## 738        33.38723963        43.08714007         34.2598737         29.4722089
## 739        54.90744453        70.60785297         82.6526259         74.6151809
## 740        23.18165508        22.12635822         18.9909634         24.4690502
## 741        28.73171300        28.49715494         34.9285671         38.3484571
## 742       -43.53806945       -34.14179059        -41.2058649        -54.7087527
## 743       -15.68123694        -2.08955031          6.8403923         -0.7564325
## 744       -19.15151423        -7.48959721          0.6033177         -7.8729242
## 745        18.89365879        27.11315486         16.5387482         -1.1134428
## 746        28.16974554        48.83815260         59.3394839         55.0500958
## 747        22.89668389        32.15602789         17.3908048         10.9051536
## 748        11.79786607        15.84740245         16.1669790          7.6897148
## 749        14.93975995        26.16663214         22.7799219         14.5258055
## 750        35.40656442        41.83799911         40.1258856         45.4711699
## 751       -14.89759445         3.56944894          4.2440648         -1.1413219
## 752         0.56542098         3.24063129          5.9169776         15.7030973
## 753        28.01323326        24.75642021          9.4528443         13.0629145
## 754         6.42464530        16.87529934         19.7412556         15.5309656
## 755        -2.28294815         7.44080011         -2.0219853         -2.6603042
## 756        57.01802845        69.54780198         66.8966343         63.8737760
## 757        20.29213209        28.52340172         41.9893838         36.8703604
## 758        36.56943355        42.41885044         42.4868666         46.6574333
## 759        50.74180536        68.24923970         65.9623554         64.3253671
## 760        26.99620780        13.36505431         -5.1619753         -8.6565373
## 761         5.16969915        -3.58540677        -12.4929870        -13.2434027
## 762       -19.93951107        -9.52513126         -9.5816835        -20.0280158
## 763         4.36467964         9.84608848          8.0422593          1.9083220
## 764        20.17399774        23.70914376         16.9066047          4.0777510
## 765        24.38948132        27.53906573         25.2482000         23.0496285
## 766        29.73803020        45.89314482         20.0502413         18.2794375
## 767        12.72208285        38.79879775         38.9268401         19.7112091
## 768        22.24195318        28.23440622         31.9052384         38.9779091
## 769         2.94769765         8.72264990         11.5011968          6.9048658
## 770        18.36239664        21.10840016         15.5298433         15.6568953
## 771        98.94693369       123.72236535        121.3517531        138.7680669
## 772        38.07144414        29.27429240         35.6130574         41.0994166
## 773       132.48780384       150.01634905        170.6563568        159.4017621
## 774        16.34191562        24.73937069         30.2119597         27.5110170
## 775        20.91576045        28.92211833         22.3553811         19.2562162
## 776        13.30683080        21.12542775         37.0670144         30.6159730
## 777        42.25792998        54.22793179         61.3705610         57.6449978
## 778        11.15283292        21.50611680         17.8311106         21.6508023
## 779       -41.35318888       -43.12629026        -44.9814155        -43.3095826
## 780       -26.58693557       -31.26614767        -25.2108720        -29.5675192
## 781        15.88552368        33.56568358         25.7822373         18.2171920
## 782       -11.99955322         6.40325497          6.6585220         -4.8843463
## 783        -1.48513392         1.51796453          1.2834265         -1.3670844
## 784        19.37042651        26.16084653         29.1463837         29.2699753
## 785        -4.38892701        -0.42087733         -3.7964457         -5.9224973
## 786         5.40810100        10.10323533         -1.0889368         -6.4643328
## 787        49.07839460        45.60243768         43.8859790         38.3695837
## 788         0.85294099         2.05813089         11.7108978          3.3062187
## 789         7.63368480         6.46089489         -7.6240089        -13.3619421
## 790        15.61378877        25.45303492         18.9870986         21.2907497
## 791        28.56186869        31.92218610         42.4439967         40.8900327
## 792        21.22211259        24.51880487         27.7023166         28.6742791
## 793        43.99928555        59.96521577         50.4503589         47.6226824
## 794        36.26121315        28.10115276         34.6443946         28.9810227
## 795       -35.10776198       -25.75757610        -24.8421060        -43.4615400
## 796        -5.56689991        12.06871485         15.8071644          0.6500910
## 797        -1.00367163        13.56359993         -4.8470621         -5.7781912
## 798        68.37819249       119.26339953        107.5964943        137.7372351
## 799        33.97865685        42.44067005         33.4369032         54.1346702
## 800        -4.07799632        -0.28349196        -14.8777924        -16.2913903
## 801        14.41813936        18.04670208         21.3719603         10.4206450
## 802         9.88813819        12.90392825         28.0798240         31.6727005
## 803        15.37826851        13.70469719          1.8821933          4.0446751
## 804        37.91603746        44.69915925         46.5818864         44.2553781
## 805        -3.37555131        -0.07853774          1.0165891         -5.8033643
## 806         5.74795404        12.02848686         15.9230113         26.7680392
## 807        -9.01326653        -7.18836658         -4.3589385         -2.0618339
## 808        17.55248955        14.33585490          7.8763230          1.4123749
## 809        39.69394047        46.28944052         51.7325145         65.2785420
## 810       -15.40975728        -4.15090822        -15.9841342        -25.4206659
## 811        34.26853235        47.26420698         54.9837745         47.5386357
## 812       -10.00451768        -2.68620823         -3.1591811        -14.3931275
## 813        21.96884024        42.12050209         19.2231269          4.2454666
## 814        -6.65118872         2.06418241         -3.6308101        -10.7705002
## 815        43.26677287        61.39204989         50.9712316         33.6039207
## 816        23.65945735        42.30040797         19.5271649          4.0775957
## 817       -17.40331204       -10.27756859        -30.3436227        -32.8089857
## 818       -13.91152678        -5.63088029        -12.0689641        -15.8104416
## 819         2.11653078        18.51332974         18.1754651         26.7756794
## 820         2.33652997         9.98298764          4.9295385         -1.8179219
##     wk_price_change_48 wk_price_change_52
## 1           9.06536324        14.62079638
## 2          28.74317074        11.80386596
## 3          50.87929765        35.92080703
## 4          -7.20770719        -6.64541026
## 5          32.85360494        21.85364630
## 6          15.52542927        28.66985614
## 7          16.48824597         3.22800503
## 8          -0.08035152        -1.95821194
## 9          25.52998946        20.12618136
## 10        -11.04182856        -7.87030584
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## 12          5.42433869         4.89912311
## 13          7.43326933         2.42529117
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## 15         11.61921834         5.35370976
## 16         36.65221893        26.09557444
## 17        -19.79794029       -17.69329153
## 18          0.18106789         6.58092919
## 19         21.13778877        16.83852003
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## 24         26.38810838        34.92206258
## 25        130.75861438        96.36148642
## 26        -13.89224739       -24.56423881
## 27         40.51956166        41.81345783
## 28          9.46860098         0.52756631
## 29         36.08782230        34.73542641
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## 32         -5.46018545         3.92324114
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## 53         11.42326985        -5.33268820
## 54         -5.62769312       -10.28009412
## 55         31.51358195        22.23065982
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## 57         -3.63599909        -7.87489750
## 58         35.72691302        33.64681350
## 59         63.56472439        66.44066132
## 60         25.76405865         2.87500381
## 61        118.34467940       205.65171463
## 62         58.54052442        36.45833210
## 63        -24.55292769       -32.61428124
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## 65         56.10814626        49.58766948
## 66         26.88748273        11.61536084
## 67         -1.32429463       -12.71963487
## 68         14.02151798         9.92537407
## 69         44.22496661        36.21597784
## 70          9.65339579         5.38118425
## 71         19.51846155        22.95768988
## 72         18.07264162        10.36625399
## 73        104.57647046        90.78373069
## 74         21.73065114        11.96668476
## 75          2.18320360         2.47501405
## 76         25.93818682        28.05443052
## 77         62.99760861        70.46833720
## 78          0.57131219        -0.31339283
## 79         57.31592606        66.15344222
## 80         34.81090533        38.29717843
## 81         30.00000342         9.34580181
## 82         69.17490029        60.75128886
## 83         33.73457839        47.69779187
## 84          4.98336947        14.32855588
## 85          0.38616360        27.94182920
## 86         31.24919089        38.87667468
## 87         13.38216295        12.02996925
## 88        -13.46850426       -22.11247490
## 89         16.58087917         9.48028122
## 90         -0.08124647        -1.42975119
## 91        -16.21899962        -8.59006458
## 92         -6.62256808       -14.66797280
## 93          0.03692506        -1.88399320
## 94         31.86837337        30.61006120
## 95          2.45979313        11.03623971
## 96        -16.72711004       -18.52120312
## 97        -45.38416401       -58.87692017
## 98        -20.31618256       -18.22365487
## 99         31.78540825        45.04761469
## 100         5.42516078         6.23392101
## 101        54.23970238        67.40272426
## 102         9.78830696        12.99003177
## 103        28.81945658        17.29434617
## 104        -5.27186377        -0.45201599
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## 107        -1.91919529        -9.93637699
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## 109        30.64615103        46.56541281
## 110        15.18922925        12.90170885
## 111        51.19968833        47.96439568
## 112         6.33464291        -8.97210549
## 113        50.10916242        47.27609893
## 114       -14.25993725       -23.44436558
## 115        43.29458408        50.25761022
## 116        14.53150858        18.76797720
## 117       -10.79651603       -17.46603326
## 118        31.02418316        27.48115762
## 119        -0.77497539        -5.63415368
## 120        27.81017422        28.20349665
## 121        54.93326323        50.80514564
## 122        31.75529728        39.21359603
## 123        33.18059714        37.57625746
## 124        16.52208081        24.12729606
## 125        16.75072620         9.86441057
## 126       -22.46528523       -32.93223177
## 127         5.59180249         5.29739482
## 128         7.41379190        -0.23225269
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## 131        37.83604790        27.71109659
## 132        18.46025216        28.80602943
## 133        25.64454587        21.81988285
## 134        93.96914930       116.65508790
## 135       -13.33588635         9.56828680
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## 144        21.98487185        26.16204413
## 145        -4.46523277        -5.80013764
## 146       -23.51429086       -15.40845980
## 147        19.49223078        21.36757871
## 148        22.90674844        24.26646439
## 149        21.84964096        29.05824079
## 150         1.89340518         5.97242913
## 151        32.90558175        31.62941890
## 152         2.37789123        -5.73964104
## 153        35.55275055        42.64315483
## 154       -13.15417656       -37.97979694
## 155       -11.47351524        -8.74127971
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## 157         0.75500203        10.51539174
## 158        56.20942526        34.07951603
## 159        32.27270141        18.70602303
## 160        12.53353866         6.87618856
## 161        29.16871319        36.66571265
## 162         5.88326056         4.19116343
## 163       -16.84150244       -28.63665284
## 164        69.33166910        71.69094792
## 165         4.01273179        -0.19158312
## 166        -0.54541139       -12.11662099
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## 168       217.61809109       140.45321187
## 169        -8.18757227       -10.56422603
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## 171        -4.35820396        -8.30565583
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## 173        22.39426820        18.28173386
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## 178        12.57263139        18.58653467
## 179       -31.83130884        -2.96052092
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## 182        -8.30143723       -10.87253673
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## 258       -17.56131807       -28.94131538
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## 432         4.27397637         3.36773951
## 433        -0.51308560        -0.15448345
## 434       -38.06552070       -43.60795383
## 435        57.55647939        70.19935108
## 436       -11.53597071       -14.78021980
## 437        12.66704525         2.50937716
## 438       -52.73707208       -55.39512380
## 439        36.36297952        31.23075434
## 440         6.83066184       -10.37690794
## 441         1.20360946         3.18540368
## 442        34.90465197        25.32507050
## 443        58.10793458        72.09972697
## 444        18.97211247        17.45815204
## 445        15.09544211        13.41651033
## 446       -12.16070951       -20.07606270
## 447        73.17406561       110.24669682
## 448         8.61242579         5.72371237
## 449        34.39730590        29.90741460
## 450        10.94037757        13.91976470
## 451        11.82467474         7.01806114
## 452        40.28019169        48.06364769
## 453        38.54784566        40.14578634
## 454         8.23961971         2.94042055
## 455        46.05614073        16.72486296
## 456        65.67427091        65.64650833
## 457       -28.06536484       -34.96228932
## 458        -1.01107819        -2.12841565
## 459       -23.85823494       -24.30076291
## 460       -11.26033285       -20.00387236
## 461       -20.51046649       -27.36078881
## 462       -17.93823747       -29.50103854
## 463         6.89973834        13.45807856
## 464        10.76159105        13.67884107
## 465        12.84403377        -0.47116573
## 466        14.87758930        10.10908195
## 467        13.10661980        12.05272193
## 468         5.05720860        -1.80622797
## 469        -0.91019908       -13.22971546
## 470        25.05228353        16.35770706
## 471        27.58249863        24.46500218
## 472        -0.82137707        -6.66780420
## 473       -19.90588020       -18.44753343
## 474        19.63306273         3.67598761
## 475        37.14939259        26.96164479
## 476       -29.69455754       -39.37842908
## 477        -6.66637100        -6.43336430
## 478        -2.46583187        -6.70056963
## 479        28.71157169        23.26471905
## 480        72.39312060        83.30460829
## 481        25.32589909        31.65976507
## 482        62.54230153        57.28137921
## 483         5.88501235        -6.23371547
## 484        32.62042793        18.02899278
## 485        -7.79548735        -4.33032282
## 486       -12.58506180       -12.12460564
## 487         7.72473190        15.40093471
## 488        54.89091951        35.45761005
## 489        -3.74354225       -12.64295013
## 490        27.28799548        25.72578264
## 491        16.38066146        18.06377765
## 492        28.92544911        26.58498124
## 493       -13.26232181       -10.71617620
## 494        -2.62349075         1.40895831
## 495        43.91409041        48.91183526
## 496       -22.14540173       -18.66030941
## 497       -29.94039382       -38.13765481
## 498        19.35210667        43.25026667
## 499        72.66910909        52.34609435
## 500        18.51870209        21.55018827
## 501        29.79980773         2.06345222
## 502        13.52184277        18.82324592
## 503        28.36952177        15.40762568
## 504        14.00582538        19.20067027
## 505        40.75575408        26.02200131
## 506        42.44904721        37.83319393
## 507       -13.51843131       -10.51706508
## 508       342.45642762       273.32881525
## 509        13.29538875        18.65282397
## 510        34.75951754        46.38735708
## 511       -15.88339789       -22.06843791
## 512        53.33333732        79.05663139
## 513        13.37029619        -8.19374710
## 514        96.09530186        97.27295930
## 515        57.72919002        55.54194228
## 516        38.68509911        51.69753249
## 517        15.41077212        -3.68793756
## 518        12.97129028         3.28905433
## 519        27.19368392        25.18846390
## 520         3.77526543        -0.58260626
## 521        10.07042042         2.89025535
## 522        29.96189945        11.15238826
## 523        35.16341350        15.11037515
## 524        20.26727524        29.02074451
## 525       -19.27044962       -20.60551987
## 526        11.26251880        15.50273432
## 527        54.90205061        38.23083913
## 528        18.56281018        14.37124595
## 529       -30.69026954       -32.69274964
## 530        22.56060547        12.15767140
## 531         4.57865016        -0.03038536
## 532        -3.04920117         5.89210851
## 533        35.95246805        27.40776243
## 534       111.46919750       113.55260315
## 535        49.91017650        37.25074742
## 536        14.54824932         2.34122174
## 537        76.17813847        70.30702586
## 538       108.75593411       135.13459369
## 539        -0.59242913        -1.77060362
## 540       187.66005380       166.13431258
## 541        37.29629152        31.45685122
## 542       -49.09365209       -51.46889462
## 543        53.49971341        48.11331740
## 544       -32.97394026       -29.26172555
## 545        37.17905313        39.31102966
## 546        14.79566955         2.27555738
## 547         3.55445940        -2.08223739
## 548        30.55846309        34.06987930
## 549        -0.02096850         3.89500776
## 550        15.14407358         8.46058566
## 551        22.37806174        21.01787275
## 552        35.44922420        39.77248477
## 553        38.92886302        41.71372753
## 554        55.64039318        63.66330952
## 555        36.33621598        45.98427329
## 556        -7.97483861        -6.09679133
## 557        23.05087491         0.60714334
## 558       -16.34972893       -24.89507763
## 559       112.45982804       108.80701165
## 560        23.24763796        19.69625667
## 561        21.19768651        27.91794315
## 562        13.86055198        26.12743659
## 563         4.69864832        21.68719211
## 564        68.57482094        58.91396388
## 565        -0.94597091         4.77501971
## 566        -4.65038915        -6.67528801
## 567        56.96002701        36.30506765
## 568       -20.98538581       -21.74904964
## 569        17.42348099        23.09894781
## 570       -17.85252408       -30.37280719
## 571         2.91027805         4.84247425
## 572        33.86691360        27.35471511
## 573         4.78711891         1.37601630
## 574        14.27888300        -3.98982897
## 575       -22.63230681       -32.67822140
## 576        30.03699307        23.35353039
## 577        28.39545173         7.64167795
## 578       -24.36183158       -37.44833895
## 579       -17.63245139       -26.56826812
## 580        -6.37529906        -7.94881574
## 581       -12.95476247       -14.04934007
## 582        17.61954105        10.41540941
## 583        12.30421129         7.22831248
## 584         9.92727257        14.71059576
## 585        69.05895043        76.45289494
## 586        40.96306058        41.03208473
## 587        48.97531250        53.00758693
## 588       -27.76042910       -33.65006611
## 589       -24.36706946       -28.27631783
## 590        58.59921055        34.47706711
## 591        36.42291214        31.19952301
## 592        33.15855216        45.25403163
## 593         1.97052051         0.89325643
## 594        86.53220748        58.57300994
## 595        21.82294133        28.56048592
## 596         8.97270536         2.25196437
## 597        -8.07467696       -29.43341075
## 598        -7.62366496        -4.71426060
## 599        20.06447670        25.63685076
## 600        53.11154638        59.73866598
## 601        -2.65389540       -10.28580694
## 602        15.30774693        11.62771608
## 603        41.06934519        56.92415206
## 604       -27.72642882       -15.79274793
## 605        21.59481408        21.90358210
## 606        42.49404088        41.88566830
## 607        14.09741762         8.40748515
## 608        43.67156892        67.97317319
## 609        74.89058048        65.64767138
## 610        27.43619751        42.89331607
## 611        26.94297552        25.41218379
## 612        29.58380298        20.58737940
## 613        27.83888668        30.13807608
## 614       -43.03135695       -51.55555584
## 615         3.93475720       -16.88853154
## 616        91.99631581        74.52505385
## 617       -54.28379796       -59.14094188
## 618         0.12113798        -3.86967072
## 619        29.83321048        21.01714974
## 620        40.07388557        54.25486878
## 621        17.92133675         2.39765075
## 622        45.70635722        31.94907185
## 623        35.32112258        40.01827431
## 624        38.66307741        -9.35441821
## 625        66.24480722        73.17097853
## 626       -21.26888016       -28.91434922
## 627         7.79815985         6.64795383
## 628        35.87001361        50.71089514
## 629        -0.60452529        -3.26456612
## 630        -0.47594245         3.56377390
## 631        55.79392066        53.07897631
## 632       -21.98335342       -13.78759617
## 633        29.62088423        16.54171839
## 634        -9.39616392       -19.65643253
## 635       -13.66698777       -27.33900305
## 636        42.69971967        49.85535326
## 637        47.77024422        37.74158474
## 638         7.76360012         7.34310878
## 639        13.98757549        -5.48289289
## 640         5.83408728        -1.69348650
## 641         0.28471715       -13.60684600
## 642       -21.71967415       -14.43489484
## 643        21.66203921        12.31302403
## 644        15.24105470        18.74724129
## 645        31.93378052        34.40951720
## 646        13.61298973        26.54366745
## 647         9.30418618        16.88152698
## 648         3.03300549         3.62190811
## 649        11.51817226         8.00956642
## 650        41.54542803        38.70614569
## 651        24.33149753        11.21800866
## 652        -3.20076496        -7.25004698
## 653        32.82670214        29.97433847
## 654        -1.47718209        -6.15417105
## 655        48.13810753        46.35451130
## 656        21.14914154        33.27926634
## 657         4.10376685         7.12192407
## 658       -20.71087253        -4.48137667
## 659        42.81858937        51.15768238
## 660        22.48569304        15.99785977
## 661         3.01469213       -15.93688731
## 662        16.42049350        12.57187978
## 663       -21.77077139       -31.92612613
## 664        19.65088558        23.03447529
## 665       -11.30208864       -14.68838987
## 666       -15.87453986       -17.64564948
## 667        28.10595264        24.73098600
## 668       -14.70103999       -12.68007499
## 669         4.21079173        -1.58239119
## 670        13.11968417         4.82599050
## 671         6.94853383        -2.96384331
## 672       -15.66046078       -11.13549360
## 673        -9.85440026       -27.62486242
## 674        40.36040287        32.41959248
## 675        22.76726707        21.42811125
## 676        24.56091837        22.19913550
## 677        -5.57422824        -9.24048195
## 678        10.94209466        11.93111539
## 679        36.08700247        31.99947123
## 680        27.38833030        16.87956658
## 681       123.71282049        66.22118106
## 682        23.49211607        -8.80678121
## 683        28.35062904        29.35025110
## 684        12.78256288         8.87955198
## 685        30.59256078        39.72987422
## 686        22.04085302        26.28138251
## 687        21.77385128        11.85786792
## 688         8.30416801        -9.15250211
## 689        11.40674469         6.68389589
## 690         0.12634159         1.25136554
## 691        29.19428438        23.83494536
## 692        -5.55931079        -1.01216790
## 693         6.89275019        -0.53668656
## 694         0.33469811        -5.58286462
## 695        17.57442550         7.82425832
## 696         7.35524690        10.64516685
## 697        18.24276845        13.54717580
## 698         5.46727797         3.61927484
## 699        42.44060482        49.74796737
## 700       -14.98288742       -20.30427985
## 701       -22.63356007       -38.78266523
## 702         0.82223490        -1.31363169
## 703        -5.15715138        -2.28327493
## 704        -5.23374838        -2.57383427
## 705        60.69066123        39.73161487
## 706         2.69166944        -8.29697190
## 707        27.03851037        22.48564653
## 708        82.92649855        65.80485326
## 709        24.61464676        21.69294276
## 710         0.55388310        -4.65735109
## 711        35.56902938        37.06727631
## 712        15.82103429        -4.73673473
## 713         4.20844480         6.34761912
## 714        33.65292517        33.77841379
## 715        64.09523500        61.65227247
## 716        18.13067294         2.01793350
## 717        84.99989043        60.91104327
## 718        36.62757241        76.71926459
## 719        25.98643760         2.82886983
## 720        19.89787017        19.26276378
## 721        15.87902042        24.10701056
## 722        63.30843821        76.05561780
## 723        20.10652707         0.50139359
## 724         5.33788867        10.50150754
## 725        14.99046832         5.45194786
## 726         4.50532239         2.16139441
## 727        36.07661620        30.07719730
## 728        29.91602482        35.94654523
## 729        10.13049028       -12.53835114
## 730        14.09218927        19.05559576
## 731        72.73535015        76.06518839
## 732        -0.88949411        -3.33819926
## 733        36.99279903        14.02914079
## 734        26.14796491        22.17952974
## 735        10.45804041         0.35819150
## 736        -2.02548457        -8.46940232
## 737       -58.95752065       -65.75928770
## 738        25.87661711        16.05040794
## 739        65.99502097        52.25366871
## 740        23.73265348        38.54119087
## 741        39.09795737        25.29788852
## 742       -50.02831322       -62.55039419
## 743        -7.21358156       -11.47098410
## 744       -14.15701296       -17.34819915
## 745        -8.31710254       -14.09016443
## 746        68.55716871        56.71799893
## 747        11.94570825         1.28169992
## 748        11.67127959        -1.89825241
## 749        14.50617135        10.21620500
## 750        41.35326200        20.79966788
## 751       -10.19289758       -13.27448423
## 752        10.01217070        11.48414414
## 753        12.09242419        14.40758815
## 754        10.19422219        16.89025865
## 755       -12.03694401       -16.67880271
## 756        55.57033873        61.77278201
## 757        34.29502750        22.85976395
## 758        39.22284325        37.94712176
## 759        45.39639603        45.39639603
## 760       -16.30940932       -29.84399381
## 761        -2.12320758       -10.60374326
## 762       -26.40616881       -24.63237084
## 763         6.55594236         1.45611483
## 764        16.07756763        32.94014606
## 765        18.13226054        18.25888812
## 766        18.15737898         2.23818755
## 767        39.76492095        54.37897652
## 768        41.55796924        27.04252847
## 769         4.17879956        -0.46435314
## 770        20.45499989        23.50610115
## 771       158.63673423       236.04392204
## 772        39.79644711        36.21371553
## 773       189.08202011       226.43167132
## 774        31.17754351        15.96537662
## 775         6.61763989        16.88143178
## 776        33.67914895        37.78022926
## 777        50.41949207        49.55507144
## 778        10.95036593        16.49625029
## 779       -56.17243351       -57.62445880
## 780       -40.53651286       -37.50979066
## 781        19.80188799         5.10060176
## 782         2.05292802         3.18808784
## 783        -1.10947682        -5.22289870
## 784        29.76675294        38.47934247
## 785       -11.46249504       -10.45924148
## 786         0.60413323        -2.94974912
## 787        56.95581560        76.07868820
## 788         3.62015555         3.20922352
## 789       -13.54918030       -22.84022536
## 790        16.51752517        18.61479836
## 791        41.17799344        34.70420388
## 792        28.13216379        33.58948986
## 793        38.39520194        46.36063861
## 794        33.30792790        37.77182839
## 795       -54.08781990       -62.99970472
## 796        -1.90274733        -9.16555428
## 797        -3.73720485       -16.13438904
## 798       149.48865057       158.21988515
## 799        47.69064903        43.61745481
## 800       -18.02121773       -14.23907865
## 801         8.88014634         2.04392847
## 802        36.41693388        17.38965171
## 803        16.84879664        11.75167514
## 804        48.43222757        54.87151131
## 805        -6.53315627       -11.37977948
## 806        26.85190945        53.70613382
## 807        -3.59528382       -11.06282598
## 808        10.16030720        19.03102686
## 809        63.93148110        82.70978252
## 810       -27.28564176       -32.59352829
## 811        41.52524096        28.90523192
## 812       -12.89617820         1.97030862
## 813        -1.36936278        -0.77148821
## 814       -11.56433588       -23.07867865
## 815        25.29293082         7.21333313
## 816        -1.75635018        -1.70125223
## 817       -34.39385442       -58.68739301
## 818       -10.44504688       -18.15163137
## 819        42.33059040        31.20599336
## 820        -2.57056574         7.95712136
#Now, we will calculate the Ratios of Price Change

#for this we will calculate the ratio of the change of price between every 4 weeks using the price change previously calculated
#ex: ratio of change = week 4/ week 8

# Loop through the weeks and calculate the rate of change
for (i in seq(4, 48, by = 4)) {
  #get the first week
  current_week <- paste0("wk_price_change_", i)
  #get following week
  next_week <- paste0("wk_price_change_", i + 4)
  #name for new column
  rate_of_change_column <- paste0("rate_of_change_",i, "_", i + 4)
  
  complete_price_changes[[rate_of_change_column]] <- complete_price_changes[[current_week]] / complete_price_changes[[next_week]]
}

summary(complete_price_changes)
##     Ticker          wk_price_change_4 wk_price_change_8 wk_price_change_12
##  Length:820         Min.   :-27.188   Min.   :-44.987   Min.   :-37.665   
##  Class :character   1st Qu.:  1.117   1st Qu.: -2.589   1st Qu.: -2.761   
##  Mode  :character   Median :  4.966   Median :  2.462   Median :  5.171   
##                     Mean   :  5.179   Mean   :  2.744   Mean   :  6.161   
##                     3rd Qu.:  9.197   3rd Qu.:  7.300   3rd Qu.: 13.485   
##                     Max.   : 62.795   Max.   : 78.507   Max.   :180.906   
##  wk_price_change_16 wk_price_change_20 wk_price_change_24 wk_price_change_28
##  Min.   :-44.828    Min.   :-57.591    Min.   :-53.736    Min.   :-63.168   
##  1st Qu.: -5.573    1st Qu.: -4.677    1st Qu.: -3.551    1st Qu.: -4.617   
##  Median :  2.760    Median :  5.381    Median :  7.471    Median :  8.122   
##  Mean   :  2.875    Mean   :  5.766    Mean   :  8.988    Mean   :  9.552   
##  3rd Qu.: 11.623    3rd Qu.: 15.345    3rd Qu.: 19.198    3rd Qu.: 21.672   
##  Max.   : 84.129    Max.   :100.844    Max.   :220.360    Max.   :162.366   
##  wk_price_change_32 wk_price_change_36 wk_price_change_40 wk_price_change_44
##  Min.   :-55.879    Min.   :-48.744    Min.   :-52.211    Min.   :-59.7018  
##  1st Qu.:  1.561    1st Qu.:  7.903    1st Qu.:  4.477    1st Qu.:  0.3629  
##  Median : 14.622    Median : 21.678    Median : 19.710    Median : 15.6175  
##  Mean   : 16.600    Mean   : 24.994    Mean   : 23.200    Mean   : 19.1638  
##  3rd Qu.: 28.932    3rd Qu.: 38.246    3rd Qu.: 37.634    3rd Qu.: 34.1980  
##  Max.   :188.190    Max.   :251.452    Max.   :388.839    Max.   :378.5771  
##  wk_price_change_48 wk_price_change_52 rate_of_change_4_8  rate_of_change_8_12
##  Min.   :-58.9575   Min.   :-65.76     Min.   :-296.9352   Min.   :  -75.043  
##  1st Qu.: -0.9622   1st Qu.: -4.72     1st Qu.:  -0.2299   1st Qu.:    0.086  
##  Median : 14.3148   Median : 10.53     Median :   0.5853   Median :    0.485  
##  Mean   : 18.6117   Mean   : 15.53     Mean   :      Inf   Mean   :   13.269  
##  3rd Qu.: 34.7724   3rd Qu.: 31.17     3rd Qu.:   1.4747   3rd Qu.:    0.958  
##  Max.   :342.4564   Max.   :273.33     Max.   :      Inf   Max.   :10403.321  
##  rate_of_change_12_16 rate_of_change_16_20 rate_of_change_20_24
##  Min.   :-102.1523    Min.   :     -Inf    Min.   :-122.6483   
##  1st Qu.:   0.4161    1st Qu.:   0.3449    1st Qu.:   0.3910   
##  Median :   0.8562    Median :   0.7467    Median :   0.7814   
##  Mean   :   0.8262    Mean   :     -Inf    Mean   :   0.6863   
##  3rd Qu.:   1.3134    3rd Qu.:   1.0524    3rd Qu.:   1.1943   
##  Max.   :  65.2179    Max.   :1291.0323    Max.   :  72.4169   
##  rate_of_change_24_28 rate_of_change_28_32 rate_of_change_32_36
##  Min.   :-171.4087    Min.   :-28.0611     Min.   :-97.6979    
##  1st Qu.:   0.5821    1st Qu.:  0.4306     1st Qu.:  0.5085    
##  Median :   0.8660    Median :  0.7505     Median :  0.7266    
##  Mean   :   1.0432    Mean   :  0.9137     Mean   :  0.6383    
##  3rd Qu.:   1.2115    3rd Qu.:  1.0116     3rd Qu.:  0.9363    
##  Max.   : 392.0057    Max.   :125.3886     Max.   : 42.9800    
##  rate_of_change_36_40 rate_of_change_40_44 rate_of_change_44_48
##  Min.   :-64.9308     Min.   :-67.4185     Min.   :-114.4564   
##  1st Qu.:  0.7339     1st Qu.:  0.8373     1st Qu.:   0.7480   
##  Median :  0.9666     Median :  1.0502     Median :   0.9568   
##  Mean   :  1.0081     Mean   :  1.1089     Mean   :   1.1959   
##  3rd Qu.:  1.2244     3rd Qu.:  1.3385     3rd Qu.:   1.1612   
##  Max.   :149.3433     Max.   : 60.4686     Max.   : 143.2557   
##  rate_of_change_48_52
##  Min.   :-401.4332   
##  1st Qu.:   0.6557   
##  Median :   0.9461   
##  Mean   :   0.7590   
##  3rd Qu.:   1.3780   
##  Max.   : 295.7504
#We see that 4_8 and 16_20 rate of change have infinite values, let us investigate

# Filter rows where the 'rate_of_change_16_20' column has infinite values
infinite_rows <- complete_price_changes[is.infinite(complete_price_changes[["rate_of_change_16_20"]]), ]
infinite_rows
##     Ticker wk_price_change_4 wk_price_change_8 wk_price_change_12
## 696    SWN          1.629632         -7.919459           -7.17185
##     wk_price_change_16 wk_price_change_20 wk_price_change_24 wk_price_change_28
## 696          -6.412003                  0            3.46908           4.573174
##     wk_price_change_32 wk_price_change_36 wk_price_change_40 wk_price_change_44
## 696             7.1875           1.780421           2.694615           1.780421
##     wk_price_change_48 wk_price_change_52 rate_of_change_4_8
## 696           7.355247           10.64517         -0.2057756
##     rate_of_change_8_12 rate_of_change_12_16 rate_of_change_16_20
## 696            1.104242             1.118504                 -Inf
##     rate_of_change_20_24 rate_of_change_24_28 rate_of_change_28_32
## 696                    0            0.7585717            0.6362676
##     rate_of_change_32_36 rate_of_change_36_40 rate_of_change_40_44
## 696             4.036967            0.6607328             1.513471
##     rate_of_change_44_48 rate_of_change_48_52
## 696            0.2420613            0.6909471
week = 20

# Find the most recent date in the data
      latest_date <- max(filtered_hist_price[["Date"]])
      latest_date <- as.Date(latest_date)
      
      # Calculate the date that is X weeks before the latest date
      date_x_weeks_before <- latest_date - (week*7)

      
       # Filter the data for the latest date and the date X weeks before
      df_latest <- filtered_hist_price[filtered_hist_price[["Date"]] == latest_date, ]
      df_x_weeks_before <- filtered_hist_price[filtered_hist_price[["Date"]] == date_x_weeks_before, ]
      
      df_latest$SWN
## [1] 6.86
      df_x_weeks_before$SWN
## [1] 6.86
# Filter rows where the 'rate_of_change_4_8' column has infinite values
infinite_rows <- complete_price_changes[is.infinite(complete_price_changes[["rate_of_change_4_8"]]), ]
infinite_rows
##     Ticker wk_price_change_4 wk_price_change_8 wk_price_change_12
## 41    AMCR          1.003005                 0          13.547555
## 136   CERT         23.410622                 0          -1.374773
##     wk_price_change_16 wk_price_change_20 wk_price_change_24 wk_price_change_28
## 41           10.952898          13.928165           8.137586           6.030305
## 136          -3.846153          -3.790085           0.548447          -4.899138
##     wk_price_change_32 wk_price_change_36 wk_price_change_40 wk_price_change_44
## 41            10.33034           15.77603           16.54875           10.99292
## 136           11.26096           31.16057           14.90251           14.82255
##     wk_price_change_48 wk_price_change_52 rate_of_change_4_8
## 41           11.977473           6.688071                Inf
## 136          -2.366862         -14.285714                Inf
##     rate_of_change_8_12 rate_of_change_12_16 rate_of_change_16_20
## 41                    0            1.2368923            0.7863848
## 136                   0            0.3574411            1.0147932
##     rate_of_change_20_24 rate_of_change_24_28 rate_of_change_28_32
## 41              1.711584            1.3494484            0.5837471
## 136            -6.910577           -0.1119477           -0.4350551
##     rate_of_change_32_36 rate_of_change_36_40 rate_of_change_40_44
## 41             0.6548122            0.9533067             1.505401
## 136            0.3613848            2.0909614             1.005395
##     rate_of_change_44_48 rate_of_change_48_52
## 41             0.9177992            1.7908712
## 136           -6.2625323            0.1656803
week = 8

# Find the most recent date in the data
      latest_date <- max(filtered_hist_price[["Date"]])
      latest_date <- as.Date(latest_date)
      
      # Calculate the date that is X weeks before the latest date
      date_x_weeks_before <- latest_date - (week*7)

      
       # Filter the data for the latest date and the date X weeks before
      df_latest <- filtered_hist_price[filtered_hist_price[["Date"]] == latest_date, ]
      df_x_weeks_before <- filtered_hist_price[filtered_hist_price[["Date"]] == date_x_weeks_before, ]
      
      df_latest$AMCR
## [1] 9.957811
      df_x_weeks_before$AMCR
## [1] 9.957811
      df_latest$CERT
## [1] 16.5
      df_x_weeks_before$CERT
## [1] 16.5
# The infinite values are from the price change being 0 as the price of stock is exactly the same. Thus, there is infinite growth or decay.
# We cannot let the infinite values be as it will affect the models, however, there is not a substitute either as it is mathematically undefined. As these are only 3 stocks that had the exact same price by pure chance it is better to just drop these stocks
      
#We will not exclude now as it is easier to just drop when everything is merged, but let us save them for now
tickers_to_exclude <- c("SWN","AMCR","CERT")
#Range of Movement is next

#to measure the range of movement to find volatility which can help in identifying outliers we will use the standard deviation 

# Function to filter based on weeks and calculate standard deviation
calculate_sd_for_weeks <- function(weeks) {
      
      # Find the most recent date in the data
      latest_date <- max(filtered_hist_price[["Date"]])
      latest_date <- as.Date(latest_date)
      
      # Calculate the date that is X weeks before the latest date
      date_x_weeks_before <- latest_date - (weeks*7)
      
      # Filter data to include only dates from the specified number of weeks 
      filtered_dates <-filtered_hist_price %>% filter(filtered_hist_price[[1]] >= date_x_weeks_before)
      
      # Exclude the first column (date column) and keep only the stock price data
      numeric_data <- filtered_dates[, -1]
        
      # Calculate standard deviation for each column (each stock)
      stock_sd <- apply(numeric_data, 2,sd)
      
      # Create a data frame for the results
      sd_df <- data.frame(
        Ticker = names(stock_sd),
        Week_Sd = stock_sd,
        stringsAsFactors = FALSE
      )
      
      # Rename the column to reflect the week number
      colnames(sd_df)[2] <- paste0("wk_sd_", weeks)
      
      return(sd_df)
}


# Define the range of weeks (every 4 weeks up to 52)
week_range <- seq(4, 52, by = 4)

#find total number of weeks in the data
head(filtered_hist_price)
##                        Date   TXG      MMM      AOS     AAON      ABT     ABBV
## 1 2022-09-26 00:00:00-04:00 28.75 85.56659 47.68308 36.07710 95.96623 130.6565
## 2 2022-09-27 00:00:00-04:00 29.31 85.11983 47.60588 36.03754 94.51482 131.1284
## 3 2022-09-28 00:00:00-04:00 31.66 86.53584 48.68674 36.72321 94.88969 133.7932
## 4 2022-09-29 00:00:00-04:00 29.93 85.03654 47.02685 35.82656 94.47638 132.0537
## 5 2022-09-30 00:00:00-04:00 28.48 83.67353 46.88209 35.52328 93.00574 124.1796
## 6 2022-10-03 00:00:00-04:00 28.33 85.73317 48.86044 36.45950 95.65865 127.9825
##    ACHC      ACN      AYI   ADBE      AAP      WMS   AMD      ACM      AES
## 1 77.07 249.4079 156.5057 276.96 151.0801 118.5467 66.30 66.43568 21.45169
## 2 76.72 248.2457 152.6572 277.57 152.6419 119.0917 67.17 66.16071 20.77899
## 3 80.07 253.6592 156.8239 281.40 156.4841 124.4230 68.36 68.44888 21.51709
## 4 79.90 250.1148 153.3334 278.25 152.9773 121.8664 64.14 66.89724 21.25548
## 5 78.18 249.1754 156.5952 275.20 149.7962 123.2438 63.36 67.14276 21.11534
## 6 81.05 256.5258 158.7631 285.24 156.5319 128.0994 66.11 68.97918 22.01227
##        AMG  AFRM      AFL     AGCO        A      ADC      APD   ABNB  AKAM
## 1 114.1891 19.04 54.28622 87.31816 120.6173 63.24606 219.9516 103.23 80.71
## 2 113.4794 19.39 54.03785 86.82150 119.9269 62.00612 219.2485 106.37 80.92
## 3 115.2185 20.66 54.64921 89.67264 122.0077 63.04548 223.2485 110.69 82.25
## 4 113.3295 19.06 54.04741 88.84488 121.0413 60.14003 220.1986 106.66 80.50
## 5 111.7904 18.76 53.68442 88.44941 119.8678 61.82329 222.6767 105.04 80.32
## 6 116.3279 19.01 55.27011 91.45689 124.8466 61.85073 228.0348 105.00 83.84
##     ALK      ALB      ACI       AA      ARE   ALGN     ALLE  ALGM      LNT
## 1 38.81 259.3326 17.94697 33.66241 128.5027 219.64 87.77599 21.55 54.05904
## 2 39.05 263.8827 17.68874 33.88702 127.0928 214.22 86.60812 22.27 52.95047
## 3 40.35 271.9749 18.35584 34.40459 130.1244 212.10 89.34290 23.26 53.29515
## 4 39.14 259.7339 18.14065 34.59991 128.6377 211.01 86.88062 22.23 50.80785
## 5 39.15 258.7553 17.83220 32.87138 130.2638 207.11 87.27964 21.85 49.36393
## 6 39.91 267.8457 18.40605 36.51399 133.8876 215.64 89.97550 22.56 50.61222
##       ALSN      ALL    GOOGL      GOOG   AMZN      AMCR      DOX   AMED
## 1 31.59414 117.5731 97.92751  98.56793 115.15  9.799346 75.91957 103.76
## 2 32.54303 117.4688 97.25917  97.84969 114.41  9.681392 75.55448 101.74
## 3 33.64684 119.9259 99.80288 100.49320 118.01  9.890080 76.90914 102.57
## 4 33.14334 119.6603 97.17937  97.84969 114.80  9.753978 76.85604 100.45
## 5 32.68827 118.1423 95.41374  95.91445 113.00  9.735831 76.71121  96.79
## 6 33.44351 121.7000 98.39635  99.05673 115.88 10.008035 78.21745  97.86
##        AEE      AEP      AFG      AMH      AIG      AMT      AWK     COLD
## 1 81.29404 88.32272 106.3115 31.35868 46.27021 207.3629 131.7763 23.89980
## 2 79.79398 85.76438 107.7194 30.86514 46.41357 206.6416 129.2623 23.69337
## 3 80.62839 86.41088 109.3487 31.40613 46.61430 207.0725 131.8627 24.01241
## 4 77.33762 82.26399 109.1450 31.03598 45.55336 200.1969 127.8133 23.18896
## 5 75.51880 79.84418 108.8528 31.14038 45.38132 201.1149 124.8963 23.28361
## 6 77.58139 81.48817 111.4207 31.74781 47.00618 203.4286 128.9168 24.09759
##        AME     AMGN     AMKR      APH      ADI   ANSS      AON      APA   APG
## 1 112.1932 213.0735 16.39956 33.50560 135.8539 229.72 265.5489 30.16179 13.49
## 2 110.3574 212.2470 16.37998 33.50560 136.8090 227.57 266.6708 30.95751 13.52
## 3 112.8742 216.9335 16.48768 34.04039 139.4813 232.19 270.9026 32.84262 14.04
## 4 111.8083 214.5199 16.23311 33.32406 136.9827 227.53 266.6511 33.10787 13.67
## 5 111.9366 211.6929 16.69328 32.85305 134.4261 221.70 263.6200 32.38792 13.27
## 6 116.0228 216.4264 17.62341 34.04530 140.0119 227.97 271.2175 35.33401 13.86
##    APLS   APPF     AAPL     AMAT   APP      ATR  APTV     ARMK  ACGL      ADM
## 1 59.30 103.83 149.1178 81.53481 20.32 94.88740 83.63 23.08369 41.67 77.28706
## 2 61.76 103.77 150.0969 82.72431 20.38 93.57236 83.00 22.63231 43.10 76.63281
## 3 63.00 105.10 148.1980 84.54297 21.37 95.69591 85.94 23.04842 44.47 78.61453
## 4 65.41 109.40 140.9186 82.98973 19.68 94.26398 80.45 22.11746 45.83 76.43369
## 5 68.30 104.72 136.6855 80.54193 19.49 92.56903 78.21 22.00462 45.54 76.28197
## 6 61.04 108.26 140.8890 84.78873 20.42 94.91663 83.04 22.56884 46.33 78.72831
##       ARES   ANET      AWI   ARW      AJG      ASH   AZPN      AIZ      AGO
## 1 59.95111 109.10 75.61978 92.23 166.1466 91.52633 221.48 140.7046 44.61603
## 2 60.27091 110.92 76.38096 92.72 166.4113 90.73281 232.67 141.9464 44.95404
## 3 61.35255 116.69 78.77183 94.25 167.4604 92.29082 239.65 143.8716 46.22878
## 4 58.73780 114.75 77.33732 93.03 167.7937 90.94570 234.08 142.2255 46.47020
## 5 58.26752 112.89 77.31779 92.19 167.8721 91.90373 238.20 139.8383 46.78889
## 6 60.21447 115.83 79.25977 95.13 173.1273 92.82307 243.19 144.0834 47.73530
##          T   ATI   TEAM       ATO   ADSK      ADP     AN      AVB      AGR
## 1 13.76048 28.00 213.61 103.54696 183.99 218.8293 105.36 171.1078 40.15350
## 2 13.81317 28.23 214.59 102.02938 187.96 217.8531 107.41 168.8876 39.56474
## 3 13.90099 28.60 218.14 103.44263 190.98 221.9973 112.43 173.1702 40.09009
## 4 13.63754 27.58 212.33  99.26927 189.46 217.9775 100.77 170.0594 38.33287
## 5 13.47070 26.61 210.59  96.60400 186.80 216.4844 101.87 172.5799 37.77127
## 6 13.96246 28.31 217.33  99.60123 192.46 222.2844 106.01 174.8567 38.62271
##    AVTR      AVY      AVT  AXTA      AXS   AXON  AZEK  AZTA      BKR     BALL
## 1 20.48 158.3512 33.74223 22.02 45.97435 110.65 15.90 43.78 19.43575 46.99324
## 2 20.01 157.7030 34.11261 21.68 46.79180 113.24 15.89 43.41 19.73038 46.19559
## 3 20.33 161.2440 34.63493 22.10 47.68441 115.69 16.78 44.42 20.22459 47.88816
## 4 20.20 158.2835 34.16959 21.31 47.50590 114.16 16.65 43.96 20.07253 46.35123
## 5 19.60 157.4128 34.30254 21.06 46.57720 115.75 16.62 42.86 19.92046 47.00297
## 6 20.21 162.6373 35.29970 22.08 47.20264 115.97 17.43 44.50 21.17499 48.02434
##        BAX      BDX      BSY     BERY      BBY   BILL    BIO     TECH   BIIB
## 1 51.83327 224.6203 31.52489 44.83856 59.59696 124.31 414.52 71.89536 195.75
## 2 51.25745 221.4203 31.05895 44.45201 59.67908 128.73 412.59 70.02660 197.79
## 3 52.44685 223.3888 31.36627 46.03683 61.53122 133.68 428.71 71.78878 276.61
## 4 52.20142 219.2675 31.00938 45.22510 59.37799 135.22 418.24 70.79245 264.28
## 5 50.84211 216.0773 30.32536 44.96418 57.79044 132.37 417.14 70.38846 267.00
## 6 52.50349 223.7863 32.13952 45.98851 58.09152 138.18 427.84 72.63644 264.30
##    BMRN    BJ      BLK      HRB    SQ      OWL      BAH      BWA    SAM   BSX
## 1 82.16 75.45 553.9421 39.92736 54.14 8.568229 89.81892 28.57708 320.21 38.36
## 2 83.44 76.02 548.2098 41.16330 55.08 8.568229 89.29565 28.51710 324.67 38.14
## 3 85.84 76.06 554.6811 42.30489 59.07 8.816185 90.56506 28.73989 334.19 39.13
## 4 85.06 74.47 534.3008 40.95574 55.90 8.522313 89.32472 27.13751 332.18 39.34
## 5 84.77 72.81 521.3773 40.13493 54.99 8.476394 89.48944 26.90615 323.65 38.73
## 6 86.70 74.92 542.6385 38.01214 55.78 8.696799 92.99731 28.06295 328.94 39.88
##        BYD  BFAM      BMY      BRX     AVGO       BR      BRO     BRKR       BC
## 1 45.09911 57.34 64.70472 16.60179 44.34613 147.8621 57.81725 48.62696 63.59119
## 2 45.81141 56.99 64.89841 16.68349 44.58500 144.1369 58.63588 48.63691 64.61903
## 3 47.07987 59.13 66.46645 17.07379 44.70108 143.6929 59.41507 51.32129 65.81015
## 4 46.96241 58.33 66.14362 16.47471 43.18245 141.7724 60.05616 52.53423 63.69685
## 5 46.63942 57.65 65.57175 16.76517 42.59534 139.2824 59.65178 52.75295 62.87075
## 6 47.71608 58.50 65.05521 17.03188 43.82041 143.7122 61.19042 54.04543 63.84094
##    BLDR       BG   BURL     BWXT      BXP     CHRW   CACI   CDNS   CZR      CPT
## 1 52.89 77.70477 114.75 49.30470 65.64603 92.09055 268.95 162.38 33.77 110.0275
## 2 54.29 77.97985 114.96 49.52916 64.89716 92.90535 263.70 163.13 32.94 108.7300
## 3 58.46 79.58287 116.84 50.23185 67.39929 94.25071 267.57 166.97 34.50 111.5474
## 4 58.20 78.00830 109.78 49.62676 66.64962 93.54014 264.24 164.69 32.42 110.4265
## 5 58.92 78.32131 111.89 49.15831 66.90844 91.24733 261.06 163.43 32.26 111.5754
## 6 60.28 80.04766 115.65 50.45632 67.59563 93.53065 269.51 170.28 34.15 114.0694
##        CPB  CPRI      CSL   KMX  CCL     CARR      CRI     CASY  CTLT      CAT
## 1 45.04036 38.66 267.5659 79.97 8.90 34.22904 61.94170 199.4297 74.73 156.3594
## 2 44.19549 38.75 268.3773 81.15 9.22 34.49099 61.64853 195.7458 72.74 156.1863
## 3 44.94648 39.77 275.1913 86.42 9.83 35.80079 62.84870 203.0542 76.24 161.3015
## 4 44.12978 39.20 274.1355 65.16 9.16 34.55891 60.27429 201.7605 74.28 159.5131
## 5 44.23304 38.44 274.1355 66.02 7.03 34.50070 60.03609 200.0124 72.36 157.7632
## 6 44.79628 40.12 283.2470 67.74 6.85 35.71347 63.05027 204.3381 76.52 164.6379
##       CBOE  CBRE CCCS      CDW       CE     CELH      COR   CNC      CNP  CERT
## 1 114.2947 69.03 8.45 154.6868 83.92325 29.42000 133.5427 77.71 28.87247 12.84
## 2 114.8445 68.53 8.65 154.1298 84.33403 29.94333 132.6515 77.30 28.28574 12.92
## 3 116.2093 70.18 9.22 157.7747 87.87820 30.92333 135.5603 78.18 28.53179 13.29
## 4 115.5907 67.79 9.14 155.3416 85.22247 30.28333 133.2685 77.68 27.29210 13.31
## 5 115.2373 67.51 9.10 152.5175 86.30196 30.22667 132.5437 77.81 26.66752 13.28
## 6 115.9835 70.28 9.24 156.2601 90.02764 30.40667 136.4418 80.00 27.29210 13.40
##         CF    CRL   CHTR      CHE       CC      LNG      CHK      CVX     CMG
## 1 86.46835 185.16 306.20 446.7343 22.27448 145.9247 82.54150 130.3473 30.6398
## 2 91.74105 182.44 306.89 441.8933 22.42335 149.4712 83.26644 130.4028 30.7800
## 3 95.89413 187.42 321.08 442.8974 22.79552 159.8559 86.52858 134.8044 31.3320
## 4 92.87979 190.01 312.59 443.4441 22.50709 160.9727 85.03343 133.8704 30.8670
## 5 92.10468 196.80 303.35 433.9608 22.93509 162.5403 85.36871 132.8532 30.0552
## 6 95.98026 203.79 320.27 444.0206 24.20977 163.9314 89.64575 140.3064 30.0940
##       CHRD       CB      CHD     CHDN  CIEN       CI     CINF     CTAS  CRUS
## 1 103.7467 169.4590 73.48271 89.78117 39.71 267.6404 85.41561 92.85584 73.35
## 2 107.7028 172.7563 71.49089 90.56105 40.36 268.4333 85.86984 91.98761 73.89
## 3 117.2726 174.8704 72.26222 93.22855 42.12 273.2002 87.51646 94.63070 72.62
## 4 117.9049 178.2258 71.19795 91.86251 40.84 271.2760 86.92027 93.43147 69.55
## 5 116.8625 176.3833 69.75293 91.47505 40.43 268.2883 84.76263 93.10528 68.80
## 6 122.9632 181.4455 71.17845 92.48841 41.27 277.7157 88.25459 96.13933 69.75
##       CSCO     CIVI CLVT    CLH   CLF      CLX   NET      CME      CMS      CNA
## 1 38.06969 42.65573 9.87 107.65 13.08 131.0168 53.78 163.5672 59.43376 31.19089
## 2 38.01341 43.50400 9.49 107.80 13.60 126.8532 56.48 160.1865 57.77762 31.59552
## 3 38.78268 46.88091 9.74 111.85 13.98 127.4894 57.50 163.1583 58.39517 32.07763
## 4 38.06031 46.44466 9.19 109.35 13.77 124.5703 54.85 162.3767 55.88757 31.98293
## 5 37.52557 46.36387 9.39 109.98 13.47 120.1260 55.31 160.9772 54.49343 31.76770
## 6 38.73578 50.22551 9.75 115.03 14.62 121.4265 55.79 161.9314 55.99986 32.43921
##        CNH       KO     CGNX     CTSH  COHR  COIN       CL     COLM    CMCSA
## 1 10.27990 54.46408 41.60807 56.72892 36.67 62.28 71.41927 65.25827 29.09231
## 2 10.30791 53.06179 42.08178 56.03297 36.38 63.05 69.11481 65.39414 28.49897
## 3 10.67204 53.62648 42.93052 57.27987 36.46 67.31 69.42906 67.75253 29.34660
## 4 10.48531 53.24061 41.61794 56.49694 35.47 61.94 68.34347 66.61700 28.65908
## 5 10.42929 52.72298 40.90736 55.52068 34.85 64.49 66.89603 65.31651 27.62310
## 6 10.85878 53.31590 42.87131 57.05755 36.22 65.95 67.71498 67.06345 28.84744
##         FIX      CAG     CNXC  CFLT       COP       ED      STZ      CEG
## 1  95.74784 31.22290 110.4935 21.86  91.47275 86.84816 225.8768 81.36043
## 2  95.62889 30.41477 110.4059 22.74  91.06703 84.61100 225.9447 82.39068
## 3  98.83041 30.73619 114.2778 23.80  96.34247 84.65762 230.5077 83.42093
## 4  95.93616 30.54334 106.7773 23.25  96.95983 81.71204 226.8573 81.47819
## 5  96.47141 29.96480 108.5965 23.77  95.72514 79.94095 222.9837 81.62537
## 6 102.46803 30.22193 114.3167 24.73 102.86197 81.71204 227.6826 84.96141
##        COO   CNM      GLW   CPAY     CTVA  CSGP     COST     CTRA COTY  CPNG
## 1 67.23888 22.16 27.96798 180.49 56.30957 69.59 463.1645 23.03927 7.10 16.49
## 2 65.94160 22.04 27.60306 174.35 55.96747 70.01 461.2358 23.21216 6.86 16.80
## 3 67.26637 23.09 28.00541 179.73 57.06219 72.23 470.8694 24.25857 6.85 17.75
## 4 67.33887 22.71 27.71535 181.09 55.91860 70.69 461.8915 23.63072 6.43 16.30
## 5 65.96409 22.74 27.15393 176.17 55.85996 69.65 455.4210 23.76721 6.32 16.67
## 6 68.30372 23.08 27.94927 182.30 57.84414 71.99 460.6862 24.89551 6.52 17.48
##        CUZ      CRH  CROX   CRWD      CCI      CCK      CSX     CUBE      CMI
## 1 20.88323 30.17908 65.60 159.35 135.1131 79.60638 26.68169 36.25729 192.2408
## 2 20.37388 29.85723 68.95 162.58 132.7650 77.88705 26.47741 35.86469 192.7057
## 3 21.29428 30.86067 72.24 167.25 134.4947 80.48557 26.87623 36.67730 196.8790
## 4 20.66877 30.44415 71.60 165.70 129.2788 78.43411 26.44823 36.03816 194.0525
## 5 20.86536 30.51041 68.66 164.81 129.5476 79.15701 25.91324 36.97973 193.0281
## 6 21.31216 31.20146 72.36 169.31 132.3797 80.22181 26.67196 37.23820 198.7950
##         CW      CVS      DHI      DHR      DRI   DAR  DDOG   DVA   DAY     DECK
## 1 136.6720 91.34207 67.02706 230.8669 113.0753 66.55 86.41 84.40 54.26 52.34667
## 2 135.9182 90.84679 66.31985 228.6167 115.3338 66.42 87.74 82.78 55.63 53.16833
## 3 139.9053 91.73461 70.06215 234.0135 119.1976 68.48 89.76 85.13 57.68 55.02000
## 4 139.1505 90.63184 67.14494 230.6352 120.6908 66.36 87.45 83.96 56.60 53.85000
## 5 138.2070 89.12722 66.15286 227.2392 117.8910 66.15 88.78 82.77 55.88 52.10167
## 6 141.7128 91.36079 69.48263 236.4769 117.0417 68.99 90.94 86.41 57.27 53.83167
##         DE      DAL     XRAY      DVN  DXCM     FANG       DKS      DLR  DOCU
## 1 323.3673 27.66770 28.67333 49.47187 80.35 100.0090  97.28001 94.22134 51.67
## 2 326.7155 28.14166 28.34497 50.35946 79.64 102.0593 105.20592 90.47212 52.63
## 3 336.6625 29.11922 28.76025 53.83810 83.33 107.3741 111.07659 92.36060 55.31
## 4 332.9812 28.08242 28.27048 54.66293 82.10 108.7320 107.47044 89.71302 55.20
## 5 326.0384 27.70720 27.49462 53.90982 80.54 108.3273  99.56360 91.81443 53.47
## 6 335.9595 27.90468 28.29958 58.57191 84.98 116.4748 104.49231 92.99011 52.93
##        DLB       DG   DLTR        D  DASH    DV      DOV      DOW  DOCS  DKNG
## 1 65.54744 231.6547 138.23 68.41180 50.73 26.15 114.8531 39.08492 30.73 14.59
## 2 64.83813 229.1192 136.04 66.77909 51.15 27.06 113.6067 39.44524 30.19 15.32
## 3 65.61545 234.1319 137.97 67.52780 52.70 27.85 116.6740 40.58022 32.35 15.88
## 4 63.82763 232.6359 136.84 64.09999 49.84 27.76 114.8044 39.77853 32.00 15.33
## 5 63.30294 233.0148 136.10 62.34098 49.45 27.35 113.5191 39.57135 30.22 15.14
## 6 64.43004 239.9962 141.65 64.12705 50.52 27.76 116.9369 40.78741 30.46 15.40
##        DTM      DTE      DUK      DNB  DUOL       DD  BROS   DXC    DT   ELF
## 1 45.57214 114.6950 92.71924 12.22974 90.36 48.11376 31.80 23.57 33.20 38.75
## 2 45.70801 113.4736 90.40217 12.07555 94.12 48.15221 31.65 23.34 33.79 37.50
## 3 47.98164 114.8349 91.58829 12.30684 98.33 49.26734 33.82 24.08 34.59 38.28
## 4 47.38379 110.2288 87.44149 12.06591 94.87 48.69055 32.42 24.67 34.60 37.55
## 5 47.00334 107.2731 85.52899 11.94062 95.23 48.45022 31.15 24.48 34.81 37.62
## 6 47.95446 109.0260 87.65297 12.14301 97.00 50.40169 31.90 26.05 35.89 38.59
##        EXP      EGP      EMN      ETN     EBAY      ECL      EIX    EW  ELAN
## 1 103.2276 138.1527 66.39588 129.2468 36.51613 143.0076 57.80161 83.59 12.66
## 2 102.1593 134.0347 65.89372 127.0883 35.97984 140.7502 56.15458 82.37 12.79
## 3 105.5323 136.5638 67.54897 129.6146 36.97582 145.3432 56.09968 84.24 13.15
## 4 105.2949 133.6049 65.84721 129.8469 36.09476 142.5972 53.18409 83.83 12.66
## 5 106.0170 136.8862 66.07040 129.0823 35.25200 141.1314 52.36958 82.63 12.41
## 6 109.3900 139.5891 69.25072 133.3702 35.64465 145.7341 54.97972 85.46 12.56
##    ESTC       EA      ESI      ELV      EME      EMR      EHC  ENOV   ENPH
## 1 67.62 113.4839 16.26428 437.2956 114.0555 69.99088 46.07732 47.26 274.92
## 2 69.99 113.8002 16.03138 435.1879 113.0132 69.91431 45.26292 46.25 284.81
## 3 73.07 116.9728 16.42926 442.1355 116.4775 71.78992 46.78379 47.50 292.31
## 4 71.75 116.1031 15.87611 445.7362 115.1077 71.00523 45.25311 46.93 277.84
## 5 71.74 114.3635 15.78878 443.2479 114.6312 70.06743 44.52465 46.07 277.47
## 6 72.06 118.4653 16.44867 458.6851 117.7481 72.28754 46.26705 47.54 286.61
##       ENTG      ETR  NVST       EOG   EPAM      EPR      EQT      EFX     EQIX
## 1 83.45356 99.94167 34.06  96.38719 355.33 30.74350 38.07654 170.9675 558.7957
## 2 84.12794 97.17699 34.20  96.63460 358.40 31.26371 37.98952 167.0028 545.4406
## 3 88.40227 99.04155 33.78 102.38962 370.53 31.92037 39.45920 170.7505 553.9053
## 4 87.12294 94.26536 33.19 103.52595 362.14 30.24080 38.22157 164.8034 539.3875
## 5 82.33290 92.42836 32.81 102.38962 362.19 30.80782 39.40119 169.0739 546.5455
## 6 85.78412 95.48696 33.43 109.90411 363.58 31.03977 40.36809 170.9577 556.2112
##        EQH      ELS      EQR     ESAB     WTRG      ESS       EL  EEFT     EVRG
## 1 25.03700 62.24259 60.94634 33.55565 40.89037 222.3703 224.2879 78.02 58.03178
## 2 24.98025 60.19751 60.37624 32.95007 40.22234 219.9435 218.1322 76.89 57.51086
## 3 25.79369 61.00228 61.95782 33.25783 40.93741 225.8031 220.1198 78.42 57.77589
## 4 25.27347 59.35383 60.89118 33.17828 39.82718 222.2274 211.6388 77.25 55.28098
## 5 24.92350 59.87790 61.81069 33.16834 38.93335 225.5516 208.3100 75.76 54.28484
## 6 25.85044 60.85935 62.61069 34.01346 41.16322 229.8070 211.3879 77.64 55.54601
##         ES  EXAS  EXEL      EXC  EXPE     EXPD      EXR      XOM   FFIV
## 1 77.99281 32.34 15.89 37.65184 89.69 84.74100 156.0744 78.54169 143.91
## 2 76.02065 31.97 15.90 37.25288 91.82 86.94791 153.4912 80.18771 146.17
## 3 76.63811 34.44 16.19 36.81680 95.91 87.93418 156.8925 83.10567 148.88
## 4 73.33887 33.17 15.84 35.02606 94.21 88.34431 155.2010 82.93732 146.81
## 5 71.84592 32.49 15.68 34.75698 93.69 86.23506 158.7678 81.65604 144.73
## 6 74.00241 33.30 16.35 35.70338 94.40 88.77398 159.5860 85.96752 150.76
##        FDS     FAST      FRT      FERG      FNF      FIS      FAF       FR
## 1 381.4084 44.74393 81.59599 103.06741 30.82495 73.28327 41.90170 43.91467
## 2 384.0694 44.38446 81.48476  98.16034 30.65738 72.53712 41.78093 42.71959
## 3 385.9645 45.01826 84.18208 101.68848 31.97152 73.00938 43.12809 43.50682
## 4 389.6959 44.05338 82.30043  98.93064 31.98034 72.31989 42.71930 42.13694
## 5 392.8873 43.55203 83.53323  97.88456 31.92742 71.37540 42.83078 42.77654
## 6 400.7527 44.82907 84.43232 102.84869 32.98578 72.10265 44.20583 43.92208
##     FSLR       FE    FI   FIVE  FIVN   FND      FLS       FMC         F  FTNT
## 1 128.21 35.63204 95.90 130.63 75.16 69.25 23.58840  97.51879 10.172365 48.29
## 2 132.31 35.11737 95.14 134.43 75.91 71.49 23.60751  99.13325 10.104494 48.50
## 3 136.19 35.54014 96.17 137.79 77.65 76.56 23.66483 102.32439 10.333563 49.97
## 4 130.93 34.17074 94.85 138.40 76.31 71.15 23.68410 100.86330  9.731196 49.63
## 5 132.27 34.00531 93.57 137.67 74.98 70.26 23.40478 100.28455  9.502127 49.13
## 6 136.62 34.60270 95.42 141.25 76.60 72.69 24.05009 103.51984  9.731196 50.96
##        FTV     FBIN     FOXA      BEN      FCX  FRPT  FYBR    FCN   GME
## 1 58.71342 44.79855 30.18237 20.82110 25.73097 46.80 21.31 159.94 24.48
## 2 58.12836 44.98137 30.01749 20.58470 26.09023 45.96 22.22 161.46 26.13
## 3 59.88353 46.93419 30.49272 20.94839 27.05150 50.33 24.16 164.67 27.31
## 4 58.71342 45.31377 29.59074 20.44195 27.35251 50.16 23.18 165.08 25.46
## 5 57.81105 44.61574 29.75562 19.81580 26.53688 50.09 23.43 165.71 25.13
## 6 60.12151 46.37743 30.31815 20.66294 28.48855 54.66 23.95 166.92 25.38
##       GLPI      GAP     GRMN     IT  GTES       GE      GEN   GNRC       GD
## 1 39.74297 7.616113 78.43140 274.75  9.75 39.79367 19.56193 181.58 210.9269
## 2 39.65473 7.661500 77.81217 274.96  9.84 39.86789 19.57146 180.22 209.2428
## 3 40.22829 7.933830 79.92705 281.39 10.12 39.86171 19.98159 187.37 210.9460
## 4 38.44585 7.616113 77.89790 278.67  9.92 38.79187 19.42840 174.16 205.1856
## 5 39.03706 7.452717 76.50704 276.69  9.76 38.28480 19.20903 178.14 203.0230
## 6 40.13123 7.815821 78.46951 284.36 10.09 39.32988 19.57146 177.38 211.0226
##        GIS       GM        G     GNTX      GPC     GILD  GTLB      GPN   GFS
## 1 73.78311 34.31293 42.20707 23.92123 141.6943 57.67143 47.32 109.7803 52.80
## 2 73.13588 33.98977 41.35323 24.08587 141.2287 57.93971 50.50 106.0296 52.88
## 3 73.90504 34.51857 43.09973 24.39577 145.0578 59.14236 52.88 108.7199 52.45
## 4 72.89201 32.56986 42.82806 23.42731 142.2359 58.34676 52.53 107.5515 50.13
## 5 71.86021 31.42414 42.46906 23.08834 141.8749 57.07011 51.22 106.0885 48.35
## 6 73.61427 32.18795 43.31319 23.71785 145.2859 57.65292 51.22 108.7297 49.83
##     GLOB        GL  GMED      GGG  LOPE      GPK    GO  GWRE   GXO      HAL
## 1 191.57  97.39083 58.35 59.45173 79.96 19.08406 34.26 61.20 35.40 22.46757
## 2 189.48  96.84998 58.06 58.54459 81.00 19.05499 33.37 61.75 35.99 22.90131
## 3 197.27  99.24935 59.73 59.98821 82.41 19.51030 34.11 61.98 37.59 23.84589
## 4 187.14  98.57082 59.51 58.77869 83.16 19.09374 33.15 62.66 35.92 23.74951
## 5 187.08  98.03983 59.57 58.47631 82.25 19.12280 33.29 61.58 35.06 23.73023
## 6 190.17 100.39003 60.85 59.82238 82.25 19.42311 33.13 62.76 36.83 25.42662
##        THG      HOG      HIG      HAS HAYW      HCA       HR      DOC      HEI
## 1 121.1072 35.78815 58.08485 64.54314 9.00 184.0678 18.39091 20.86297 144.3903
## 2 122.7860 35.76887 59.36861 63.01849 9.14 181.1874 17.98491 20.29333 142.4447
## 3 124.1991 35.86528 60.41285 62.96404 9.32 186.7220 18.48593 20.77397 144.4601
## 4 123.2886 34.56371 60.02006 61.61184 8.93 184.5003 17.77759 20.09752 143.4125
## 5 121.5340 33.62852 59.33986 61.18528 8.87 180.6762 18.01082 20.40014 143.6520
## 6 124.5026 34.81439 60.90143 62.60103 9.41 189.9858 18.34772 21.14779 147.3635
##       JKHY      HSY       HES      HPE      HXL     DINO      HIW  HOLX
## 1 178.7651 213.8727  98.26617 11.32659 51.53578 44.46828 22.40420 63.66
## 2 178.1218 211.6267  98.60758 11.35488 51.67358 47.17123 22.50600 63.71
## 3 180.0613 216.2811 105.64053 11.58123 52.91374 50.56391 23.60033 65.23
## 4 178.3947 213.8918 106.45992 11.43033 51.43736 49.90216 22.61628 65.00
## 5 177.6443 210.7092 106.31358 11.29830 50.90586 50.18176 22.87078 64.52
## 6 182.0106 214.6181 113.93181 11.66611 52.61847 51.86879 22.88774 66.12
##         HD      HON      HRL      HST      HHH      HWM     HUBB   HUBS
## 1 252.9647 162.9210 44.12567 14.05192 53.02193 30.81712 213.4127 272.62
## 2 254.9669 162.9210 43.69251 14.26922 51.59199 30.87669 210.7243 275.79
## 3 267.7774 166.5230 44.19159 14.98449 53.53670 31.62130 215.4606 283.99
## 4 264.1145 162.9210 43.22168 14.40080 52.29742 30.71784 213.8397 274.35
## 5 261.8466 159.9514 42.78853 14.48288 52.80267 30.70790 216.4311 270.12
## 6 269.2103 165.7662 43.50419 14.92977 54.00381 31.85958 220.4200 284.53
##        HUM      HII      HUN        H   IAC      IBM      IDA      IEX   IDXX
## 1 475.1194 217.3995 22.23586 77.58200 52.82 111.7336 99.26384 194.8461 331.22
## 2 479.7265 215.5212 22.34703 80.00489 52.99 111.4864 96.83453 193.7822 329.73
## 3 486.1254 215.9525 22.93072 82.84483 56.47 112.4205 98.24146 198.0867 334.03
## 4 484.1908 214.0167 22.74542 80.76947 56.47 111.3856 94.43336 195.4611 331.81
## 5 478.4030 212.2630 22.73616 80.39215 55.38 108.8032 92.86698 195.0707 325.80
## 6 492.5325 217.6103 23.68118 81.83198 54.20 111.2758 95.89657 200.1853 336.68
##        ITW     ILMN  INCY  INFA       IR     INGR   INSP   PODD     INTC
## 1 178.7711 179.1051 66.18 19.82 43.22111 74.52323 172.85 231.59 25.66001
## 2 175.2098 181.7510 66.44 20.33 42.83200 78.10835 174.47 230.59 25.58389
## 3 179.9455 195.8074 67.66 20.77 44.00930 78.19325 180.16 236.14 25.81223
## 4 176.7919 188.5311 66.61 20.42 43.59026 77.44793 177.12 231.18 25.09866
## 5 173.6864 185.5934 66.64 20.07 43.16124 75.96672 177.37 229.40 24.51830
## 6 179.7436 182.1401 68.83 20.91 44.92720 77.08943 182.43 232.97 25.66001
##        ICE      IFF       IP      IPG  ITCI   ISRG      IVZ     INVH  IONS
## 1 89.03333 90.45289 28.71423 23.46341 42.70 187.93 13.41970 32.24054 41.75
## 2 88.94585 88.31087 28.83173 23.57460 44.58 186.38 13.17521 31.83671 42.27
## 3 90.45258 89.50401 29.56382 24.28815 45.36 192.40 13.33820 32.39080 44.42
## 4 88.21678 86.03735 29.00345 23.76921 45.25 189.06 12.79489 31.81793 44.28
## 5 87.82794 85.33275 28.65097 23.72287 46.53 187.44 12.40552 31.71462 44.23
## 6 90.22900 87.19289 29.41017 24.18621 47.76 193.36 12.99410 32.80402 44.99
##    IPGP    IQV     IRDM      IRM      ITT      JBL        J      JHG   JAZZ
## 1 84.17 186.08 42.48087 41.46706 65.04032 55.79164 109.9548 19.28142 127.28
## 2 85.32 182.89 42.66612 40.41023 64.74700 57.04338 107.4862 18.98684 126.59
## 3 87.03 185.69 44.17738 41.63393 66.55585 59.72567 108.6468 19.40639 128.94
## 4 85.92 181.61 43.49488 40.61418 64.34612 58.73223 107.2276 19.20108 132.42
## 5 84.35 181.14 43.26088 40.76250 63.88659 57.33147 106.9220 18.12989 133.29
## 6 88.11 186.20 44.85987 42.31068 66.63409 58.39446 110.5488 18.70119 135.45
##       JBHT      JNJ      JCI    JLL     JNPR      KBR        K     KMPR
## 1 158.9653 156.1278 47.64160 151.59 24.59555 43.15310 63.65771 40.26045
## 2 159.8488 155.4117 47.26760 151.51 24.64291 42.87838 62.84595 39.85975
## 3 163.7755 156.7497 49.17595 154.88 25.26798 43.09423 63.49186 40.88057
## 4 162.2539 155.0254 47.44021 148.64 24.72815 42.16210 62.42697 40.26999
## 5 153.5561 153.9230 47.20047 151.07 24.73762 42.40740 60.80346 39.36365
## 6 159.0634 153.7722 49.39651 157.96 25.16380 44.44829 62.03419 40.27953
##        KDP   KEYS      KRC      KMB      KIM      KMI     KNSL     KLAC
## 1 35.46077 155.56 36.71327 110.4214 16.35150 14.18750 247.6709 297.0933
## 2 34.21470 156.91 36.37815 108.9433 16.46027 14.39912 244.6302 301.8006
## 3 34.78541 159.55 38.31831 108.9340 16.89535 14.84882 255.3972 308.9547
## 4 34.54631 158.82 37.11278 106.8888 16.38776 14.74301 257.9294 304.0809
## 5 34.25938 157.36 37.60392 104.6205 16.68687 14.67247 254.6395 296.1733
## 6 35.26363 162.42 38.72909 106.0521 16.98598 15.07808 260.3022 309.7767
##        KNX      KSS      KHC       KR   KD      LHX       LH     LRCX     LAMR
## 1 47.70036 21.52966 31.15755 42.93765 8.96 206.1557 176.1363 363.0331 74.67934
## 2 48.14077 21.66453 30.14214 42.26019 8.64 203.1829 172.9639 368.1740 74.93253
## 3 48.83562 22.33048 30.75504 43.36702 8.88 205.1042 177.4671 373.0120 77.67231
## 4 48.71818 21.36106 30.70016 42.63232 8.52 200.1145 174.1023 362.1632 75.86386
## 5 47.88631 21.20089 30.50805 41.74494 8.27 198.6615 171.4321 357.7162 74.58894
## 6 48.83562 21.95114 31.06607 41.74494 8.32 207.8093 177.2830 380.8602 76.03567
##         LW     LSTR      LVS  LSCC      LEA      LEG     LDOS      LEN      LII
## 1 75.52591 139.4014 38.83178 47.93 118.7263 29.88813 86.04104 71.64194 215.5140
## 2 75.03973 138.0424 38.89053 49.01 120.3495 29.92398 85.85607 71.41836 216.4629
## 3 76.81920 140.7699 38.88074 51.19 122.2113 31.08007 86.56669 75.31639 226.3430
## 4 75.92461 140.4711 37.72538 50.21 116.6258 30.03152 85.75873 72.87650 217.6661
## 5 75.24392 139.1411 36.73648 49.21 114.2771 29.77163 85.14547 72.46822 217.8226
## 6 74.51463 142.6782 37.79392 50.97 117.5615 30.49755 88.37724 75.97740 223.7800
##   LBTYA LBTYK   LNW      LLY     LECO      LNC      LIN      LAD     LFUS   LYV
## 1 15.98 16.85 41.14 302.1803 123.0560 38.73499 257.3868 219.7735 192.8827 73.78
## 2 15.82 16.81 43.27 305.7179 122.0559 38.36533 258.3122 222.4725 193.2454 75.03
## 3 16.25 17.18 45.24 328.5952 124.1921 39.95839 264.3998 228.3532 199.3125 77.77
## 4 15.80 16.74 43.94 324.3008 123.9970 39.17506 262.6076 212.4250 199.8319 75.26
## 5 15.59 16.50 42.88 317.7560 122.6121 38.64698 262.5881 211.3415 194.7450 76.04
## 6 16.51 17.47 43.68 315.9871 124.1336 40.24003 268.6564 216.7395 203.1742 78.36
##        LKQ      LMT        L      LPX     LPLA  LCID   LULU  LITE  LYFT
## 1 44.79515 386.7776 49.29188 47.00523 212.8230 14.06 294.66 68.66 13.52
## 2 45.05276 379.2726 49.73845 47.80160 216.2774 14.41 299.19 70.02 14.16
## 3 45.97823 379.5193 50.53235 50.18100 219.9792 15.22 309.34 70.83 14.50
## 4 45.04321 369.8320 50.38350 49.48175 214.2582 14.19 300.22 69.49 13.48
## 5 44.98597 366.5112 49.46058 49.71482 216.2477 13.97 279.56 68.57 13.17
## 6 46.38850 379.2726 51.12779 50.92880 223.2652 14.09 292.10 70.94 12.95
##        LYB  MTSI        M   MANH      MAN      MRO      MPC     MKL     MKTX
## 1 64.93440 52.39 14.05514 130.55 60.85403 20.42835 85.69711 1069.89 220.2209
## 2 65.90572 53.06 14.61882 131.20 60.27994 20.71894 88.86503 1081.58 214.0360
## 3 67.90231 54.28 15.27492 134.23 61.08553 21.95878 95.79431 1102.10 218.0420
## 4 67.28176 53.01 14.63731 134.23 59.80770 22.08470 94.46396 1101.49 219.4490
## 5 67.70445 51.79 14.48021 133.03 59.90030 21.87160 95.06693 1084.22 217.3874
## 6 70.34860 54.18 14.86833 135.59 62.59484 24.18662 98.37843 1129.18 226.2787
##        VAC      MMC      MLM     MRVL      MAS   MASI   MTZ       MA     MTDR
## 1 114.9050 144.9470 311.9812 42.21875 43.85243 140.07 71.76 286.6110 44.34198
## 2 115.6313 144.9373 307.1823 43.00150 44.13131 140.01 70.16 283.0248 44.61540
## 3 118.5839 146.6570 315.6150 44.14094 46.98749 144.33 70.78 286.6802 47.75967
## 4 117.2632 146.3655 318.3600 42.47637 45.46804 142.42 65.60 283.3113 48.00379
## 5 114.9521 145.0442 318.0441 42.51600 44.90065 141.16 63.50 280.9106 47.76943
## 6 116.8859 150.4752 322.4876 44.09140 46.67013 144.54 66.89 286.9766 52.55419
##     MAT      MKC      MDU   MEDP      MDT      MRK     META      MET      MTG
## 1 19.71 72.21897 18.34258 147.71 76.65531 81.71864 135.9606 57.07782 12.23700
## 2 19.41 71.34689 18.05989 148.53 76.24061 81.39623 133.9965 56.98402 12.23700
## 3 19.57 71.91232 18.38203 156.41 77.84288 82.28757 141.1849 58.01567 12.46502
## 4 18.75 70.44608 18.22424 156.14 77.54128 82.15484 136.0005 57.27477 12.41751
## 5 18.94 68.29944 17.98099 157.17 76.10865 81.66175 135.2727 57.00278 12.18000
## 6 19.08 69.39194 18.59899 160.80 77.94656 83.01773 138.1939 58.72844 12.73104
##        MGM     MCHP       MU     MSFT   MSTR      MAA   MIDD     MKSI   MRNA
## 1 29.98753 59.07693 48.24271 233.4259 20.018 142.5507 123.88 80.84747 119.69
## 2 29.97753 60.08622 49.92054 232.4035 20.607 140.0099 123.99 82.41904 122.23
## 3 30.61748 61.42233 50.33507 236.9845 22.047 143.9550 129.45 84.51120 122.15
## 4 29.98753 59.58639 49.35798 233.4750 21.182 141.9316 130.25 83.52898 118.07
## 5 29.71755 58.66361 49.44680 228.9530 21.226 143.2713 128.17 81.17162 118.25
## 6 30.60748 61.19163 51.04568 236.6601 22.452 146.5234 130.63 84.04955 120.99
##     MHK    MOH      TAP     MDLZ    MDB     MPWR   MNST      MCO     MORN
## 1 89.41 326.82 44.80006 55.63417 189.69 361.7416 43.955 245.8261 208.4798
## 2 91.25 328.20 44.89439 54.90001 194.44 366.9706 43.675 245.2565 207.2657
## 3 94.60 333.60 45.58304 55.43394 201.31 373.5388 44.700 247.4563 212.5073
## 4 91.99 331.10 45.44154 54.39254 194.82 360.5343 44.005 242.1336 210.7502
## 5 91.19 329.84 45.27174 52.62650 198.56 358.5609 43.480 238.7456 209.5854
## 6 93.67 339.33 45.82832 54.08541 194.07 371.9797 44.535 246.3662 211.1845
##        MOS      MSI    MP      MSA      MSM     MUSA     NDAQ  NTRA      NFG
## 1 44.22026 220.5294 27.97 110.0758 66.85739 264.2161 54.87494 42.55 58.64907
## 2 46.05524 220.3829 27.81 107.5563 67.18247 267.6346 55.25325 43.12 57.46659
## 3 47.19616 224.2503 28.78 109.8707 69.28165 274.9278 56.57250 46.05 59.30083
## 4 46.00771 220.0314 27.02 107.9664 68.06488 274.9575 55.39876 44.47 58.53629
## 5 45.95067 218.7324 27.30 106.7165 67.62832 272.4108 54.98164 43.82 57.73892
## 6 47.00602 223.6155 28.92 110.7886 69.28165 280.7642 56.58220 44.07 59.83084
##        NSA  NCNO     NTAP   NFLX   NBIX      NFE      NWL      NEU      NEM
## 1 36.74993 34.12 59.48078 224.07 100.57 37.10942 13.10783 281.1445 37.84179
## 2 35.99192 34.02 59.40479 224.36 101.36 37.77562 13.05279 281.1733 37.54345
## 3 37.07097 35.45 60.51630 245.20 102.83 40.17936 13.23625 288.4789 39.33346
## 4 35.92057 34.84 59.79429 239.71 102.76 40.08483 12.81430 285.3301 38.93258
## 5 37.07989 34.11 58.75876 235.44 106.21 39.35110 12.74092 288.7957 39.18429
## 6 37.48118 34.51 60.93431 239.04 106.72 41.88088 12.79595 292.5972 40.75054
##       NWSA     NXST      NEE      NKE       NI      NNN     NDSN      JWN
## 1 14.76023 158.7169 76.81231 93.42397 25.40627 36.62379 207.9776 16.17287
## 2 14.67191 157.2608 76.74606 93.64765 24.93286 36.27354 205.3662 16.30152
## 3 15.09391 159.0903 77.96710 95.99152 25.26703 37.11774 210.7358 16.55882
## 4 14.77005 155.6273 75.69540 92.71400 24.10672 35.10603 209.0730 15.55720
## 5 14.82893 155.7393 74.21877 80.83907 23.38268 35.79756 207.6157 15.37341
## 6 15.33926 161.2371 76.85017 83.05650 24.14385 35.77062 213.8069 15.93395
##        NSC      NOC  NCLH      NOV      NRG      NUE      NVT     NVDA     NVR
## 1 204.7451 459.4057 13.39 14.31252 36.80162 100.5677 30.19455 12.21683 3951.54
## 2 203.8680 459.1830 13.96 14.47826 36.80162 102.4158 29.92261 12.40166 3917.75
## 3 206.6137 468.4316 14.64 14.82925 37.60511 104.0013 30.71899 12.72436 4098.03
## 4 204.5449 455.6384 13.86 15.34598 36.60542 102.8970 30.63158 12.20883 3987.16
## 5 199.8734 455.4835 11.36 15.77496 35.75522 104.5584 30.69957 12.12791 3987.08
## 6 206.6900 470.3879 11.40 16.72068 36.75491 111.7315 31.65134 12.50057 4133.14
##        OXY      OGE  OKTA     ODFL      ORI      OLN  OLLI      OHI      OMC
## 1 56.42696 35.48957 52.84 122.7800 19.01212 41.31448 58.02 24.31133 58.09755
## 2 57.06064 34.75173 54.07 123.7062 19.17971 41.16900 56.55 24.10095 58.95138
## 3 59.86834 35.37116 55.65 126.8912 19.57076 41.77029 56.71 25.03503 60.52766
## 4 60.55077 34.08676 56.80 125.9005 19.62662 40.93624 51.47 24.21876 59.54248
## 5 59.90734 33.21227 56.87 123.2208 19.48696 41.58603 51.60 24.81624 59.19532
## 6 62.45181 34.05031 57.82 129.7095 19.92455 43.74873 52.86 24.91722 59.64569
##      ON      OKE  ONTO     ORCL      OSK      OVV       OC     PCAR      PKG
## 1 62.70 45.23648 65.85 61.56778 68.22093 38.08911 72.47905 50.76702 104.7609
## 2 64.29 45.59422 65.72 60.56833 67.97963 39.22723 74.04335 50.74256 105.1042
## 3 65.50 47.34715 66.17 61.19905 69.65909 42.40448 78.10859 52.19216 107.4421
## 4 62.94 46.48857 65.17 59.57859 68.62631 43.17271 75.52073 51.91081 105.9670
## 5 62.33 45.82675 64.05 59.25838 67.84451 43.62796 75.90698 51.18907 105.3291
## 6 64.79 47.89270 68.43 61.20876 70.25752 47.64932 79.02592 52.89556 107.8711
##   PLTR   PANW    PARAA     PARA       PK       PH   PSN     PAYX  PYCR   PCTY
## 1 7.53 163.17 21.44424 18.73354 9.220887 233.1586 39.23 107.3728 27.59 232.48
## 2 7.63 163.66 21.03927 18.48579 9.253790 231.5166 39.04 106.6949 28.69 241.44
## 3 7.94 166.80 21.56958 18.89553 9.706197 240.8049 40.04 110.5175 30.04 251.47
## 4 8.08 165.58 20.72108 18.05700 9.261639 238.5800 39.33 106.7608 30.00 246.39
## 5 8.13 163.79 20.76929 18.14276 9.269873 235.4223 39.20 105.6498 29.56 241.58
## 6 8.24 169.69 21.49245 18.69542 9.475686 245.0895 40.68 108.1449 30.37 243.68
##    PYPL     PEGA  PENN       PAG      PNR    PEN      PEP  PFGC       PR
## 1 84.26 31.72099 26.13  92.55088 39.43905 182.52 159.0272 43.64 5.737183
## 2 85.75 31.99950 26.53  96.67321 39.62348 184.24 156.7237 43.53 5.895257
## 3 91.12 33.71039 27.96 102.58826 40.58446 193.23 159.2349 44.63 6.276497
## 4 88.70 32.85495 27.30  93.19322 39.73026 191.82 157.2901 43.31 6.239302
## 5 86.07 31.99872 27.51  94.36281 39.43905 189.60 154.1275 42.95 6.322989
## 6 87.18 32.51644 28.10  97.12379 40.58446 195.57 156.0062 44.16 6.955287
##       PRGO      PFE      PCG      PSX   PPC      PNW  PINS      PII     POOL
## 1 35.10558 39.78510 12.72778 69.03292 23.18 63.51882 22.81 93.34848 304.2423
## 2 33.71664 40.02110 12.38837 70.95050 23.39 62.22419 22.64 94.86495 309.8409
## 3 34.12680 40.32972 12.69783 75.77239 23.62 62.88974 23.84 98.72248 321.0282
## 4 33.51156 40.08464 12.35842 75.05561 23.23 60.37342 23.19 92.55233 307.9974
## 5 33.24124 39.72155 12.47821 75.13939 23.02 58.81439 23.30 90.65672 310.3676
## 6 34.05222 40.06648 13.08715 78.73254 23.20 60.20019 23.70 92.88406 319.6725
##    POST      PPG      PPL     PINC      TROW      PRI      PFG  PCOR       PG
## 1 82.67 106.8762 25.60352 30.88665  98.33000 119.0576 66.56533 49.02 128.9791
## 2 81.75 106.7705 25.24041 30.74714  97.67129 118.6781 66.68663 50.52 125.4341
## 3 83.05 108.9239 25.47317 31.16566 100.29695 121.3250 68.03026 52.50 125.4341
## 4 82.78 107.2992 24.16041 31.42608  98.24765 120.8481 66.63998 50.45 122.3168
## 5 81.91 106.4147 23.60178 31.56557  96.07027 120.1280 67.32113 49.48 119.9883
## 6 83.99 109.7796 24.26282 32.02130  99.46442 123.7479 70.49357 51.01 122.1362
##        PGR      PLD      PRU    PTC      PSA      PEG      PHM  PSTG      PVH
## 1 117.7303 98.30473 79.06568 105.17 268.7115 56.60304 37.25134 26.09 45.92147
## 2 117.9482 96.53039 78.92085 104.24 265.6347 55.44865 36.88777 26.86 46.20050
## 3 117.8987 98.08764 79.95285 106.19 270.3285 55.74656 38.75476 27.66 48.04412
## 4 117.2451 95.50167 78.12422 105.67 265.6347 52.99089 37.47734 27.44 46.29019
## 5 115.0862 95.88862 77.65347 104.60 270.5502 52.34851 36.84846 27.37 44.64587
## 6 119.3347 98.49345 80.74042 107.48 271.6036 53.91254 38.56806 27.71 46.62902
##       QGEN  QRVO     QCOM      PWR      DGX  QDEL   RCM       RL      RRC
## 1 39.72531 81.54 114.2341 125.2938 118.1213 72.20 18.41 79.95048 23.22847
## 2 39.66712 82.26 114.8065 125.1045 117.2680 69.86 18.34 81.43598 23.17955
## 3 40.32662 82.67 113.4614 129.7380 120.0101 73.34 19.08 84.74027 24.30477
## 4 39.97747 81.79 109.5595 127.4760 119.4827 71.98 18.55 83.80874 24.04059
## 5 40.03566 79.41 107.7850 127.0075 117.6323 71.48 18.53 81.56155 24.71572
## 6 40.74366 82.32 111.8300 130.9556 120.9194 72.86 18.85 83.41501 25.77245
##        RYN      RTX      RBC        O      RRX      REG   REGN      RGA
## 1 28.22403 77.16167 207.9802 54.71295 132.4470 49.02189 686.10 117.2395
## 2 28.24254 77.07603 210.2265 53.44619 133.4276 48.55273 695.01 116.0212
## 3 28.39065 79.26463 214.2300 54.23679 140.0863 50.00619 705.42 120.0980
## 4 27.56680 78.35113 210.7400 52.06264 138.1300 48.91150 691.82 119.6280
## 5 27.74267 77.89436 207.8100 52.51198 137.9825 49.53704 688.87 120.6832
## 6 28.52951 79.08382 214.0000 53.43229 141.9639 49.95100 735.13 124.2612
##         RS   RGEN      RSG      RMD     RVTY     REXR     REYN      RBA  RIVN
## 1 163.9218 179.33 136.3542 211.0764 119.9988 51.67280 25.52793 59.33649 33.85
## 2 167.4035 180.96 134.9232 208.3484 117.5009 49.74851 24.85269 60.06542 33.79
## 3 171.3216 188.77 136.3347 214.6582 120.4168 50.01263 25.29347 61.58007 35.08
## 4 169.1104 191.06 133.8036 214.3736 120.7750 48.07209 24.59947 60.55767 32.31
## 5 169.1492 187.11 132.9097 214.2166 119.7500 49.34364 24.39315 59.14716 32.91
## 6 176.5975 197.87 136.0947 220.0553 123.9397 51.03271 24.62761 59.74356 31.89
##        RLI      RHI  RBLX  RKT      ROK ROIV  ROKU      ROL      ROP     ROST
## 1 94.40990 69.72063 35.55 6.72 207.8450 2.95 58.18 33.70481 372.6672 81.13651
## 2 93.50096 69.93852 36.59 6.56 204.6707 3.11 58.89 33.42257 362.6159 82.57472
## 3 94.97913 72.53446 38.04 6.71 209.6878 3.33 61.11 33.96760 366.2035 85.12827
## 4 95.51165 72.00390 35.38 6.47 208.1923 3.17 56.78 34.20118 362.4677 82.21272
## 5 93.99676 72.47762 35.84 6.32 207.5459 3.22 56.40 33.75348 355.4407 82.44752
## 6 94.91487 72.93239 36.41 6.58 217.7056 3.36 59.56 34.43477 367.8936 84.10098
##        RCL     RGLD      RPM    RYAN        R     SPGI   SAIA     SAIC      CRM
## 1 43.93732 84.22616 81.78770 38.2337 63.06358 309.7989 185.48 86.45638 145.6733
## 2 45.65331 84.42099 81.53703 39.2435 72.32731 307.6775 192.26 86.21291 148.2319
## 3 47.27951 90.44129 82.42403 39.2831 72.92467 309.1507 199.23 87.94633 149.5063
## 4 43.53825 90.51923 81.00674 40.3226 70.24131 304.8882 194.65 86.36874 146.1611
## 5 37.81163 91.39600 80.32220 40.2137 71.57824 299.8988 190.00 86.11554 143.2043
## 6 37.50236 93.96778 83.54242 40.7384 73.38927 309.1703 198.25 88.67670 147.2463
##     SRPT  HSIC      SLB     SNDR      SEE     SEIC      SRE       ST     S
## 1 106.15 66.88 32.49661 20.40694 42.50429 49.54128 74.24950 36.62472 25.27
## 2 108.33 66.12 32.61178 20.44582 42.57143 48.80287 72.79502 36.62472 25.76
## 3 109.91 66.93 34.01299 20.81509 43.53069 49.68701 74.13144 37.80585 26.53
## 4 109.63 66.55 34.52165 20.47497 42.61939 49.12349 71.53415 36.81018 26.01
## 5 110.54 65.77 34.45448 19.72671 42.69613 47.65639 70.80692 36.39045 25.56
## 6 109.94 68.07 36.75783 20.64989 43.38679 48.98747 73.25308 37.57158 26.03
##        SCI    NOW      SHW  FOUR     SLGN      SPG      SSD   SITE   SKX
## 1 55.98244 370.10 205.0910 42.09 40.82435 77.77451 75.73089 103.35 32.95
## 2 55.28593 378.95 204.6592 44.12 40.20375 79.26127 76.43893 102.19 33.34
## 3 56.54352 388.85 209.0849 45.81 41.18315 82.37723 78.64172 105.57 34.39
## 4 56.10820 385.50 203.9527 44.61 40.62072 79.35028 77.30431 101.37 34.10
## 5 55.85669 377.61 200.9205 44.61 40.76618 79.90227 77.09780 104.14 31.72
## 6 57.41417 391.71 210.3704 43.99 41.11527 80.99731 80.06763 108.61 32.15
##       SWKS  SMAR      SJM      SNA   SNOW      SON  SHC       SO     SCCO
## 1 88.13512 31.50 130.8719 195.9687 165.11 52.28269 7.21 67.62275 39.42392
## 2 88.50524 32.35 128.1235 193.7686 169.86 52.09656 7.15 66.30080 40.17905
## 3 88.22053 34.75 130.5529 197.3344 173.84 53.48321 7.28 67.04034 41.16442
## 4 84.70917 34.30 130.3841 192.2891 170.34 52.56188 7.09 64.13761 41.25651
## 5 80.92259 34.36 128.8927 190.9519 169.96 52.79454 6.82 62.86188 41.29335
## 6 83.39954 35.46 130.9094 196.2722 172.51 53.78101 7.37 64.46117 43.96397
##        LUV  SWN      SPB  SPOT     SSNC     STAG      SWK     STLD  SRCL
## 1 29.98088 6.01 39.98152 89.14 47.25350 26.61791 73.23812 67.59861 43.48
## 2 30.10512 6.05 39.30354 89.50 46.47742 26.10338 72.15126 68.64635 42.94
## 3 30.99394 6.33 39.06482 92.88 47.16619 26.63630 73.93484 70.47019 43.68
## 4 30.23892 6.10 37.69932 86.84 47.04979 26.02916 71.72395 68.92043 43.02
## 5 29.47435 6.12 37.26961 86.30 46.32220 26.23216 69.86607 69.15435 42.11
## 6 29.83752 6.55 38.88338 89.00 47.98107 26.92417 73.41463 73.48199 43.06
##        STE      SYK      SUI   SNPS      SYY     TMUS   TTWO      TPR     TRGP
## 1 160.9451 198.8734 132.2057 303.34 69.75048 130.2977 109.57 26.75345 54.67303
## 2 157.6301 198.3059 129.6453 306.09 69.14410 130.6522 109.90 27.12724 55.55116
## 3 159.6701 201.3781 131.9412 313.16 69.88313 133.4488 114.19 27.94021 58.31916
## 4 163.8972 201.7266 127.4915 309.22 67.72296 132.5823 108.58 26.99641 58.03283
## 5 163.0832 198.8403 128.6705 305.51 66.99343 132.1195 109.00 26.56656 57.59377
## 6 166.8004 206.0070 131.1045 316.98 68.30088 136.7772 113.36 27.72529 60.11360
##        TGT      SNX      FTI    TDY      TFX      TPX   THC   TDC      TER
## 1 140.0327 81.80634 7.972197 348.54 201.8717 24.01941 50.67 30.26 76.55527
## 2 139.8066 82.05894 8.338166 343.76 199.5303 24.15644 49.62 30.65 77.70544
## 3 146.7748 83.04996 8.387621 350.00 205.4480 25.10586 52.88 31.53 78.28051
## 4 142.9329 80.77647 8.338166 344.18 201.5062 23.83344 53.05 31.45 76.51562
## 5 139.7313 78.88191 8.367840 337.47 199.0265 23.62790 51.58 31.06 74.51274
## 6 142.9329 81.54401 8.832719 347.60 205.9814 24.80244 53.65 31.38 78.02273
##     TSLA     TTEK      TXN      TPL     TXRH      TXT      TMO      THO
## 1 276.01 24.89311 151.0597 527.1802 81.52186 58.24038 511.6569 66.11774
## 2 282.94 24.11041 151.2951 546.2991 82.83315 58.76929 506.0361 68.87266
## 3 287.81 24.98416 153.2626 572.4402 86.41991 60.39595 515.1589 71.68515
## 4 268.21 24.59669 149.1675 576.0630 85.84140 58.92896 513.9451 66.13694
## 5 265.25 24.90085 145.7124 575.9107 84.13480 58.14058 504.5737 67.17364
## 6 242.40 24.86017 150.4760 604.6765 83.99017 60.35603 520.2325 66.92407
##        TKR      TJX  TOST      TOL    BLD      TTC      TPG     TSCO   TTD
## 1 57.36773 58.51275 17.37 40.16888 155.12 84.01938 25.33688 179.4710 57.45
## 2 58.96396 58.76500 17.95 39.88559 158.15 83.43632 25.53050 181.8627 59.34
## 3 59.10907 60.45315 18.84 42.05424 167.97 85.42845 26.34187 185.4215 62.96
## 4 56.93239 59.51206 17.47 41.03829 165.14 84.38865 25.71490 180.8212 60.80
## 5 57.11620 60.26881 16.72 41.02852 164.78 84.03882 25.66880 179.2684 59.75
## 6 59.06070 61.02557 16.61 42.68921 172.25 86.08926 26.26811 187.2153 61.13
##         TT      TRU      TRV  TREX  TRMB  TRIP  TWLO    TYL      TSN   UHAL
## 1 142.1178 61.34378 144.4809 42.97 55.44 21.84 69.00 342.75 64.34475 49.867
## 2 140.9309 59.25846 145.0949 44.12 55.25 22.29 70.11 341.75 63.98079 50.391
## 3 145.3866 60.64208 146.7066 46.60 56.92 22.99 73.29 347.08 64.00880 51.311
## 4 142.0011 58.96198 148.3951 44.41 55.26 22.37 70.59 347.70 62.38501 50.874
## 5 140.8822 58.79396 146.9753 43.94 54.27 22.08 69.14 347.50 61.52646 50.922
## 6 146.8946 59.92063 150.6880 46.28 56.22 22.00 69.63 349.20 62.26371 53.910
##          X  UBER      UDR      UGI  PATH   ULTA  RARE  UAA   UA      UNP   UAL
## 1 17.94820 26.89 37.58636 30.06026 12.75 387.66 39.96 7.58 6.78 191.6016 31.90
## 2 18.38211 27.57 37.26472 29.38114 13.44 394.11 40.29 7.75 6.85 188.1580 32.83
## 3 18.47087 28.04 38.32155 30.04239 12.94 409.21 41.27 7.93 7.00 192.5269 33.92
## 4 18.28349 26.42 37.75179 29.42582 12.57 404.76 40.55 7.37 6.50 190.0182 32.91
## 5 17.86931 26.50 38.33073 28.88967 12.61 401.19 41.41 6.65 5.96 185.8401 32.53
## 6 19.12173 26.72 38.74428 29.90836 12.75 404.75 41.93 7.03 6.34 191.0293 32.81
##        UPS      URI   UTHR     UWMC      UNH     U     OLED      UHS      UNM
## 1 148.8399 254.5527 203.30 2.747099 493.4698 32.61 94.76267 88.94961 36.14752
## 2 151.6188 258.8995 205.89 2.694607 493.4795 32.79 95.04752 86.89137 35.94065
## 3 153.7812 271.2057 211.08 2.668360 498.8863 34.43 95.86274 89.98863 36.69294
## 4 152.1250 264.4799 207.94 2.510884 493.9260 31.77 94.66445 89.54333 36.48605
## 5 148.6466 264.4505 209.38 2.563376 490.2470 31.86 92.67058 87.25751 36.48605
## 6 150.0729 275.6993 213.93 2.694607 500.4104 33.94 95.40109 91.71042 37.14431
##    USFD      MTN       VLO      VMI   VEEV      VTR     VRSK       VZ   VRTX
## 1 26.48 188.9127  92.13287 254.1048 157.99 38.32678 171.2694 33.95910 276.78
## 2 26.60 188.8756  95.21997 259.1755 161.23 37.31114 168.9091 33.92420 284.74
## 3 27.36 194.8235 102.40123 266.2055 164.72 38.08672 171.5756 34.36036 292.41
## 4 26.53 197.8437 100.93298 266.3236 164.81 36.60941 171.3978 33.70613 292.80
## 5 26.44 199.7800 100.56591 264.4824 164.88 37.51531 168.4152 33.12168 289.54
## 6 26.97 197.9734 105.70480 278.7985 166.71 37.92624 172.1978 34.15973 297.43
##         VRT      VFC     VTRS     VICI      VST      VNT      VNO     VOYA
## 1  9.768332 32.19724 7.797817 27.44021 21.49436 16.98722 22.17122 57.04946
## 2  9.658576 32.24320 7.752109 27.58420 21.06390 17.11637 21.90513 56.95319
## 3 10.317116 30.02746 7.980652 27.79120 21.33174 17.45413 22.82695 59.10964
## 4  9.668553 28.27141 7.861810 26.45024 20.45169 17.09650 21.80059 58.64754
## 5  9.698488 27.49912 7.788676 26.86423 20.08819 16.59979 22.00966 58.24321
## 6 11.225102 28.75870 7.971509 27.48521 20.53778 17.36472 22.02867 60.27450
##        VMC      WPC      GWW      WAB      WBA      WMT      DIS   WBD       WM
## 1 151.4763 64.79335 479.8862 80.24642 28.70872 42.53581 97.35213 11.41 159.9506
## 2 149.8922 62.66998 477.6895 79.79188 28.48038 42.41920 95.09988 11.32 158.0144
## 3 153.6410 63.25932 484.2895 82.09423 29.15660 43.11890 98.62211 11.79 159.4181
## 4 155.2448 60.48108 477.4934 80.75036 27.70756 42.84032 96.68736 11.66 156.7461
## 5 155.1759 61.38694 479.7391 80.38474 27.57582 42.01429 93.59178 11.50 155.1004
## 6 157.8227 63.32175 497.0285 83.51713 28.48038 42.93102 96.36987 11.95 159.8247
##      WAT      WSO     WFRD      WEC     WELL      WEN      WCC      WST
## 1 273.65 239.8555 28.34394 90.33355 62.08493 17.18931 110.3063 251.5894
## 2 270.49 242.9273 29.44138 88.06616 60.70673 17.05317 113.1674 245.1810
## 3 272.75 252.6153 30.85808 88.87460 61.75454 17.51603 117.0019 250.6938
## 4 274.56 241.9916 31.83580 85.31554 59.78165 17.02595 114.9372 250.0371
## 5 269.53 243.3432 32.21492 83.10390 60.71618 16.96242 117.3755 244.8725
## 6 277.35 250.8573 33.64159 86.04965 61.71679 17.19839 120.8364 254.6742
##         WU      WLK    WEX       WY      WHR      WMB      WSM      WTW   WSC
## 1 11.55439 79.53308 127.62 26.03171 122.0558 25.63911 57.91789 197.7649 39.01
## 2 11.52868 80.64214 126.67 25.67170 121.8871 25.74738 58.93105 197.7941 39.07
## 3 11.69154 83.45378 130.51 26.02248 126.1235 26.53225 61.03386 201.0591 40.70
## 4 11.62297 82.95761 130.78 25.61631 122.2246 26.12628 58.52005 197.3421 39.83
## 5 11.57154 84.52395 126.94 26.36403 119.7289 25.82857 56.32167 196.0348 40.33
## 6 11.86297 87.86094 135.01 27.11175 124.7291 26.55029 58.40535 201.6249 42.06
##     WOLF      WWD   WDAY       WH      XEL      XPO      XYL  YETI   ZBRA    ZG
## 1 109.82 80.83608 146.97 56.98291 65.22550 25.15151 86.80211 29.30 265.86 29.27
## 2 112.63 79.13062 149.18 57.94514 63.75222 25.97742 86.28457 29.96 264.95 29.07
## 3 111.31 80.77695 156.85 60.82219 64.25575 27.30838 88.44267 30.20 271.35 29.83
## 4 104.23 79.64325 156.26 59.68676 60.94552 26.73203 86.02090 28.96 265.52 29.26
## 5 103.36 79.12079 152.22 59.03245 59.67737 26.45276 85.30805 28.52 262.01 28.63
## 6 108.08 82.05847 154.25 59.80223 61.11337 27.77184 88.08133 29.50 272.09 29.51
##       Z      ZBH      ZTS    ZM    ZI     ZS
## 1 29.28 103.4854 145.8482 73.33 39.19 159.76
## 2 29.05 103.1606 146.6334 74.26 40.33 163.21
## 3 29.76 105.8277 149.4404 75.89 42.29 168.78
## 4 29.21 105.6600 148.1547 74.47 41.65 165.89
## 5 28.61 103.1250 145.5440 73.59 41.66 164.37
## 6 29.48 105.8573 148.5473 73.94 43.81 170.51
tail(filtered_hist_price)
##                          Date   TXG       MMM      AOS     AAON      ABT
## 448 2024-07-09 00:00:00-04:00 18.25  99.15547 80.42768 83.90321 101.1036
## 449 2024-07-10 00:00:00-04:00 15.71 101.12486 82.67921 85.26196 102.5062
## 450 2024-07-11 00:00:00-04:00 16.99 102.67649 85.75764 88.48901 103.6302
## 451 2024-07-12 00:00:00-04:00 17.49 103.48215 87.50109 89.94768 103.6700
## 452 2024-07-15 00:00:00-04:00 17.32 102.16923 87.47120 91.02669 102.9600
## 453 2024-07-16 00:00:00-04:00 20.00 102.75606 91.63554 94.53349 102.7200
##         ABBV  ACHC      ACN      AYI   ADBE      AAP      WMS    AMD   ACM
## 448 166.5203 65.43 296.7585 236.2031 566.02 57.67547 152.8332 177.10 82.37
## 449 166.6095 64.16 294.1500 238.6617 564.55 58.50211 157.2287 183.96 83.71
## 450 168.3634 67.11 297.9900 243.2690 557.63 61.48000 162.4234 181.94 86.14
## 451 168.7300 67.19 310.6300 244.3984 559.05 62.92000 163.3424 181.61 87.16
## 452 168.0300 65.18 317.8700 249.8152 565.71 62.42000 165.4802 179.83 87.26
## 453 169.2000 68.48 325.0000 270.1834 566.54 63.66000 178.3770 177.55 91.76
##          AES      AMG  AFRM      AFL      AGCO      A      ADC    APD   ABNB
## 448 17.50807 154.7103 28.36 88.50571  93.24259 125.42 61.03936 254.70 152.45
## 449 17.74574 159.5300 28.17 89.77961  93.89038 127.07 61.63515 255.66 151.84
## 450 18.46864 165.0597 29.61 91.97906  96.87024 130.82 63.31331 258.00 146.00
## 451 18.70630 166.8796 29.54 92.19801  97.71736 132.23 63.71051 261.31 146.78
## 452 16.83468 168.3395 32.10 92.92454  98.44488 131.01 64.86238 259.84 147.22
## 453 17.47836 171.8493 33.46 93.10368 100.96629 136.06 65.15035 267.53 151.26
##      AKAM   ALK      ALB      ACI       AA    ARE   ALGN     ALLE  ALGM
## 448 92.48 37.39 90.05598 19.33548 40.19803 116.04 247.48 114.2871 31.09
## 449 93.78 37.07 96.45656 19.22612 38.33415 116.94 249.13 116.6093 32.03
## 450 94.10 37.91 97.50175 19.46471 39.05180 124.83 256.30 119.4299 31.32
## 451 95.14 38.41 97.42213 19.38518 38.82255 126.02 242.65 122.5195 31.43
## 452 96.26 38.45 95.05301 19.45477 39.17140 127.06 240.27 122.3102 31.72
## 453 97.48 40.50 97.26286 19.64365 38.53350 127.59 247.54 127.5925 33.15
##          LNT     ALSN      ALL    GOOGL     GOOG   AMZN     AMCR   DOX  AMED
## 448 51.22814 74.08384 157.9447 188.7296 190.1896 199.34 9.453494 78.41 97.23
## 449 51.55532 74.83166 159.1886 190.9266 192.4067 199.79 9.641376 78.15 97.90
## 450 52.85411 77.14491 161.2485 185.3241 187.0538 195.05 9.700709 79.40 98.32
## 451 53.40932 77.24461 162.8905 184.8248 186.5345 194.49 9.799594 80.69 98.09
## 452 53.08215 79.83704 166.0947 186.2828 187.9426 192.72 9.730374 81.05 97.98
## 453 54.19257 82.87817 166.9903 183.6763 185.2561 193.02 9.957811 82.80 97.74
##          AEE      AEP      AFG      AMH      AIG    AMT      AWK  COLD      AME
## 448 70.79692 86.90290 120.4475 36.99158 75.33556 195.96 130.0185 26.18 163.8557
## 449 71.24337 87.45788 122.0087 37.07107 75.54440 196.77 131.5204 26.76 165.5927
## 450 72.54304 90.02462 123.7687 36.31594 76.53893 207.20 135.4890 27.16 169.0370
## 451 73.29704 90.14355 125.3100 35.78933 76.71795 210.61 138.3337 27.27 169.2366
## 452 72.17595 90.12373 126.7300 35.63036 77.19533 208.84 135.5984 27.44 171.8223
## 453 73.34664 91.02556 128.8200 36.02779 77.86166 210.15 138.3337 28.10 175.7158
##         AMGN     AMKR      APH      ADI   ANSS      AON      APA   APG  APLS
## 448 313.7256 41.83929 68.44105 231.1011 327.35 292.5576 28.56515 36.48 37.54
## 449 319.4457 43.31573 69.83739 237.3963 331.00 294.8030 28.54531 36.97 37.44
## 450 322.8421 41.83929 69.34867 232.8243 327.27 296.1901 29.55734 37.69 38.89
## 451 328.5424 42.01886 69.67781 237.6254 329.36 297.5174 29.73593 37.96 39.53
## 452 327.8671 42.82692 69.52821 236.7887 327.46 296.6991 31.21429 37.79 40.00
## 453 330.8364 44.57271 70.22638 242.3767 330.37 297.1382 31.42266 38.37 41.15
##       APPF     AAPL     AMAT   APP      ATR  APTV     ARMK  ACGL      ADM
## 448 248.87 228.4156 250.9890 84.71 139.6028 69.08 32.34402 98.00 62.59509
## 449 247.96 232.7106 254.4823 84.36 140.8489 69.60 32.28417 97.50 63.68577
## 450 251.71 227.3069 240.7985 82.01 141.6464 71.75 32.98232 97.00 63.70560
## 451 264.35 230.2735 242.9344 84.86 144.1386 72.72 33.70041 96.50 63.73534
## 452 261.36 234.1290 245.0803 87.93 142.9822 72.26 33.01224 97.16 62.86280
## 453 264.62 234.5485 245.3698 86.53 144.1087 73.41 33.97967 97.11 64.01297
##         ARES   ANET      AWI    ARW      AJG      ASH   AZPN      AIZ      AGO
## 448 133.9296 365.75 112.1046 117.29 263.3942 91.74413 188.95 161.0174 80.37030
## 449 137.8646 363.75 113.5711 120.43 267.2563 92.82921 186.90 164.1957 80.29063
## 450 140.2097 359.59 117.8310 122.03 269.5716 94.29257 190.75 165.9293 80.75871
## 451 141.6506 361.90 117.7412 123.09 270.4997 94.27266 194.84 167.5334 80.12132
## 452 145.0589 360.42 117.7313 122.59 269.9109 93.57582 197.00 170.4825 80.79855
## 453 147.0662 358.23 123.3280 126.67 267.0767 96.98038 202.03 169.6158 81.66499
##          T   ATI   TEAM      ATO   ADSK      ADP     AN    AVB      AGR  AVTR
## 448 18.522 57.53 177.98 114.0598 243.96 233.5297 156.14 203.82 34.89807 20.88
## 449 18.740 57.89 174.45 116.2859 247.05 232.9725 160.69 203.72 34.83880 20.90
## 450 18.860 57.87 177.63 119.1282 248.77 234.4451 170.28 202.86 34.96721 21.29
## 451 18.810 58.53 181.45 120.1916 253.45 236.8231 170.48 201.91 35.08575 20.80
## 452 18.580 59.31 179.95 120.0823 253.17 241.4198 173.92 203.21 34.97709 20.82
## 453 18.850 62.06 183.17 121.5830 253.82 244.5838 181.50 205.51 35.04623 21.53
##          AVY      AVT  AXTA   AXS   AXON  AZEK  AZTA      BKR     BALL      BAX
## 448 212.1477 50.46222 33.94 69.48 298.51 41.62 51.69 33.22657 58.67551 33.75154
## 449 215.6536 51.28670 34.48 70.14 293.29 41.99 50.53 33.63408 59.10417 33.98972
## 450 216.9683 52.47873 35.47 70.37 291.16 43.31 52.82 34.30000 60.31038 34.95234
## 451 219.7969 52.55819 35.45 70.58 292.66 43.66 53.67 34.29006 60.60943 35.05158
## 452 217.9743 52.53832 35.62 71.20 308.64 43.69 53.39 35.49269 60.91846 33.71184
## 453 222.5758 53.80981 36.27 72.21 319.43 45.55 57.19 36.07911 61.90536 35.26991
##          BDX      BSY     BERY      BBY  BILL    BIO     TECH   BIIB  BMRN
## 448 220.5657 47.74189 57.90781 85.60003 50.79 274.88 71.21347 229.06 82.98
## 449 222.9559 48.35115 58.91378 84.75809 50.19 280.35 71.99263 232.75 82.29
## 450 224.0216 48.74068 60.94563 85.19392 50.87 295.52 76.28802 236.80 83.91
## 451 228.1745 49.86930 62.28028 85.45145 51.26 304.15 77.22701 230.06 85.02
## 452 225.1569 49.37990 62.53924 84.68876 54.27 302.11 77.12711 221.58 84.59
## 453 229.7580 49.60962 64.01333 86.42215 55.73 314.52 79.73431 225.02 85.89
##        BJ      BLK      HRB    SQ      OWL      BAH      BWA    SAM   BSX
## 448 88.08 797.5603 52.68120 64.51 16.74774 153.8517 31.55778 289.50 76.51
## 449 89.63 807.2231 52.70108 64.34 17.05458 155.1073 31.98639 284.74 77.11
## 450 90.65 820.0173 52.88998 66.49 17.28224 156.4326 33.03300 288.13 76.89
## 451 90.39 823.0991 53.15841 68.74 17.51980 157.6085 33.01307 288.27 77.69
## 452 90.13 818.1186 54.34147 72.06 17.62868 156.6718 33.07287 284.58 78.02
## 453 91.38 838.9752 55.42512 72.07 18.18298 157.6384 34.39858 287.32 78.14
##          BYD   BFAM   BMY   BRX     AVGO       BR      BRO     BRKR       BC
## 448 54.22598 107.74 40.86 22.54 172.7628 199.1569 89.96215 61.16472 69.15417
## 449 54.94393 109.08 41.12 22.75 173.8970 199.7444 90.81104 61.20469 70.84474
## 450 56.66904 111.99 40.75 23.35 170.0358 202.6224 91.84968 63.67286 75.65789
## 451 57.15765 114.75 40.46 23.73 169.5095 204.5941 93.61736 64.70210 76.88107
## 452 57.55651 118.69 40.15 23.89 170.8580 207.2729 93.10803 63.36309 78.14402
## 453 58.68331 121.82 41.20 24.38 168.8247 208.8663 93.18793 66.20099 81.89310
##       BLDR       BG   BURL      BWXT   BXP     CHRW   CACI   CDNS   CZR    CPT
## 448 134.30 109.1753 240.21  94.06953 61.26 86.02484 425.08 315.26 36.81 108.01
## 449 136.72 110.4066 242.31  95.42622 61.83 84.92157 429.04 319.80 36.61 108.98
## 450 146.89 109.7214 252.65  97.01232 65.23 85.84593 434.11 314.07 38.96 109.19
## 451 152.73 110.3172 252.45  98.18944 67.76 86.23357 439.23 315.67 40.00 108.65
## 452 153.17 109.5526 244.80  98.83785 68.39 86.50192 439.83 315.63 39.22 109.29
## 453 165.44 110.6052 254.39 103.72588 69.35 87.20761 443.15 311.73 39.77 111.23
##       CPB  CPRI      CSL   KMX   CCL  CARR      CRI     CASY  CTLT      CAT
## 448 45.38 33.99 406.6013 72.26 17.90 62.29 60.66011 360.1551 57.30 324.7375
## 449 45.57 34.09 415.8586 76.93 17.74 63.60 59.81019 363.0913 57.43 327.1477
## 450 45.33 35.17 425.0061 79.71 18.12 66.41 61.48037 375.5552 58.07 329.7869
## 451 45.47 35.81 429.4851 80.93 18.23 66.00 61.07518 375.9547 57.58 334.2288
## 452 45.60 35.05 429.8542 82.00 18.32 67.36 60.41304 379.3004 57.84 344.3675
## 453 46.10 35.40 439.0017 84.02 19.18 69.88 61.94486 382.8058 57.85 359.1175
##       CBOE  CBRE  CCCS      CDW       CE  CELH      COR   CNC      CNP  CERT
## 448 168.57 88.77 11.01 214.2203 130.7389 55.55 221.8915 65.74 29.40004 14.02
## 449 169.33 89.95 11.12 218.2793 134.0124 56.91 221.9414 66.66 29.36035 13.88
## 450 169.77 93.12 11.16 223.2160 138.4897 58.52 221.5223 67.25 29.44966 15.12
## 451 169.50 94.65 11.15 227.8833 141.5244 58.90 222.1210 67.86 30.06484 15.18
## 452 172.52 95.85 11.26 232.1418 142.1214 52.63 221.7218 66.00 28.06052 15.65
## 453 172.85 97.23 11.33 239.1927 146.7679 52.79 224.8950 69.11 28.34827 16.50
##           CF    CRL   CHTR      CHE       CC      LNG      CHK      CVX   CMG
## 448 69.43629 201.85 293.91 527.3651 22.14264 175.5554 81.88238 151.2868 57.48
## 449 69.31704 202.71 293.95 527.5449 22.85278 174.4980 82.35855 153.4130 58.30
## 450 69.91331 210.88 304.14 535.0484 23.92785 175.9844 82.81490 153.5416 57.55
## 451 70.20152 216.19 311.04 537.4064 24.17443 177.1316 82.81490 153.8679 57.67
## 452 70.31083 216.25 324.59 536.6570 24.58868 177.2314 83.10258 156.2908 56.61
## 453 72.74562 227.31 327.42 545.6693 24.64786 178.2489 82.17007 156.0238 57.74
##         CHRD       CB      CHD   CHDN  CIEN       CI     CINF     CTAS   CRUS
## 448 165.1691 252.5411 104.3143 138.80 46.73 327.1122 116.2396 177.4615 135.46
## 449 165.9360 255.5117 104.5536 138.73 47.34 328.6463 118.3968 178.5742 136.60
## 450 168.3154 257.1764 103.4468 139.60 47.92 332.2823 120.6931 178.6042 135.22
## 451 169.1019 257.5253 103.8756 142.16 48.76 333.5076 121.6176 180.0712 136.96
## 452 173.0741 259.3795 100.8940 144.78 48.92 330.1505 122.5322 178.3472 139.81
## 453 174.0081 260.8249 102.0408 144.22 51.67 338.4087 124.3911 180.9918 142.65
##      CSCO     CIVI CLVT    CLH   CLF      CLX   NET      CME      CMS      CNA
## 448 45.80 65.03531 5.50 220.24 15.18 130.7301 82.58 193.6050 58.40327 45.07294
## 449 46.27 66.13315 5.49 223.53 15.40 133.5360 82.37 192.5704 58.73071 45.77658
## 450 46.76 67.53218 5.65 226.44 15.89 133.6947 82.02 194.7788 60.18931 46.46041
## 451 47.38 67.94994 5.79 227.06 16.17 135.2414 82.21 192.4212 60.71519 47.00549
## 452 47.40 69.42669 5.79 228.53 16.21 133.0105 83.43 195.9825 59.84203 46.99557
## 453 47.42 70.00962 6.14 236.16 15.93 134.7060 83.95 196.3406 60.80450 47.45146
##       CNH       KO     CGNX     CTSH  COHR   COIN       CL     COLM CMCSA
## 448  9.47 62.26315 48.36562 66.62592 75.11 219.97 96.54746 77.90601 37.51
## 449  9.58 62.40219 49.24391 67.56222 76.55 219.56 96.89568 77.25846 37.43
## 450 10.02 62.67035 50.53140 69.86309 76.76 214.63 97.26381 78.87237 37.75
## 451 10.08 63.26627 50.88071 71.24760 78.40 218.02 97.57224 78.50376 38.29
## 452 10.24 62.97824 51.67916 72.14405 79.44 242.85 96.75639 77.41785 38.94
## 453 10.58 63.83239 52.80696 73.49869 80.48 251.49 96.90563 79.23102 39.61
##          FIX      CAG     CNXC  CFLT      COP       ED      STZ      CEG   COO
## 448 300.8419 28.40824 65.51144 27.87 110.3915 88.12415 251.0296 215.5585 85.68
## 449 309.3238 28.47743 66.59650 25.79 111.7218 89.13583 252.0154 219.1418 85.55
## 450 318.7548 28.05239 68.36842 25.04 113.1714 90.71284 258.2789 216.4368 88.58
## 451 321.5121 28.02274 69.67248 26.14 112.3275 91.43687 258.7271 216.7363 90.81
## 452 322.4512 28.26986 70.77744 26.56 113.7472 89.52264 248.4803 212.4842 88.67
## 453 329.7143 28.65535 71.93218 26.10 114.3627 90.80210 247.0464 204.4991 90.14
##       CNM      GLW   CPAY     CTVA  CSGP     COST     CTRA  COTY  CPNG   CUZ
## 448 49.06 44.37127 269.47 50.56952 71.59 885.5892 26.24772  9.90 21.34 22.91
## 449 49.46 45.17586 273.22 50.86863 71.84 883.0529 26.39640  9.87 21.37 22.98
## 450 50.84 44.74873 280.42 52.11493 75.20 845.3865 26.75324 10.08 21.62 24.10
## 451 51.22 45.31492 286.52 52.94246 75.79 841.7017 26.86228 10.44 21.82 24.50
## 452 51.54 45.45399 289.63 52.74306 76.01 847.5234 27.01096 10.23 21.18 24.86
## 453 54.22 45.89104 293.61 54.03920 76.97 849.5605 27.12991 10.13 21.31 25.08
##          CRH   CROX   CRWD       CCI      CCK      CSX  CUBE      CMI     CW
## 448 75.58864 143.25 385.88  95.78429 71.69273 32.36516 44.19 267.0811 274.15
## 449 76.76395 140.14 374.45  96.51456 72.27106 32.80360 44.14 272.4589 281.58
## 450 79.29387 142.89 370.43 100.99489 74.38494 33.62071 45.76 278.3735 281.76
## 451 79.10462 139.24 371.32 102.18899 75.77093 33.67053 47.37 283.1648 279.52
## 452 79.26399 135.85 377.37 101.76464 75.85070 34.47766 47.45 287.2106 275.88
## 453 82.28196 136.10 369.05 102.53439 77.12701 35.20509 48.49 297.6481 285.69
##          CVS      DHI    DHR    DRI   DAR    DDOG    DVA   DAY     DECK     DE
## 448 56.97676 135.7732 239.79 138.89 36.26 126.630 137.92 48.32 156.5083 348.84
## 449 56.88777 139.3573 242.20 138.06 36.93 126.290 139.37 48.99 148.8950 351.53
## 450 57.56018 149.4803 246.27 139.96 37.98 127.190 140.25 51.04 148.1067 361.60
## 451 58.34136 153.4837 246.70 142.27 38.00 127.800 141.55 53.02 149.6767 365.33
## 452 58.01505 151.9063 246.23 143.27 37.24 129.415 135.95 53.90 149.9300 371.67
## 453 59.38953 161.9895 252.14 145.32 37.55 130.770 137.72 55.61 152.1450 377.51
##          DAL  XRAY      DVN   DXCM     FANG      DKS      DLR   DOCU      DLB
## 448 46.72711 24.20 45.55347 110.84 200.1868 199.9339 152.1347 51.910 78.55037
## 449 46.69722 24.41 45.40512 110.79 199.9792 198.0137 154.4469 53.790 78.67983
## 450 44.83371 25.71 45.90951 112.66 204.7023 209.0670 156.5310 54.290 79.28728
## 451 43.46847 25.53 45.96885 114.06 201.7380 220.5182 157.1463 56.380 79.47648
## 452 42.85062 25.56 47.52158 113.01 208.4175 214.4195 158.2875 57.135 79.28728
## 453 45.86013 26.81 47.70950 116.06 206.5698 225.3136 161.0960 56.900 80.10385
##         DG   DLTR        D   DASH    DV      DOV      DOW  DOCS  DKNG      DTM
## 448 128.54 104.03 48.89104 108.95 19.99 174.6372 50.90963 27.37 36.74 68.85467
## 449 127.50 102.48 49.15782 106.00 19.93 178.0575 51.03794 26.63 36.64 70.00357
## 450 131.59 106.73 51.01545 105.42 20.03 181.5876 51.72884 27.09 37.15 69.95405
## 451 132.42 107.36 51.35140 105.00 19.95 184.0007 52.22235 27.50 37.86 70.23138
## 452 126.96 103.83 50.42258 105.65 19.95 184.4694 52.57767 28.46 39.48 70.28089
## 453 127.48 104.82 50.67949 108.74 20.13 190.9511 53.98908 29.35 39.81 70.41955
##          DTE      DUK       DNB   DUOL       DD  BROS   DXC    DT    ELF
## 448 107.7899 100.0074  9.151256 186.77 78.17227 41.25 18.42 43.18 206.42
## 449 108.1966 101.8800  9.191088 188.10 79.20753 39.46 18.70 42.95 199.46
## 450 112.2634 103.4949  9.599360 192.57 80.34234 40.08 19.45 43.86 208.92
## 451 113.5529 104.4163  9.888137 190.30 80.51157 40.74 19.61 44.09 210.90
## 452 112.2138 104.3470  9.888137 192.05 79.83466 42.31 19.28 44.01 194.19
## 453 113.7711 105.5458 10.117167 187.30 81.83551 42.46 19.55 44.10 189.02
##          EXP    EGP      EMN      ETN     EBAY      ECL   EIX    EW  ELAN
## 448 212.1994 173.36 93.91631 317.6410 52.40742 241.7047 71.53 93.48 13.56
## 449 216.9751 176.47 95.34499 325.9730 52.73589 242.7224 72.39 93.78 13.28
## 450 227.1460 182.56 97.55748 327.7171 53.77110 243.9496 74.28 92.85 13.67
## 451 229.2541 183.45 97.86504 329.3716 53.94032 245.5659 74.84 90.99 13.81
## 452 232.9408 184.71 96.87289 325.9331 53.47248 241.3056 73.05 89.50 13.35
## 453 245.4795 183.86 99.39294 331.3449 55.16465 244.6380 73.92 87.73 13.25
##       ESTC       EA      ESI      ELV      EME      EMR   EHC  ENOV   ENPH
## 448 112.38 140.4010 27.09798 527.6533 363.3185 109.0383 83.97 43.75 103.59
## 449 115.35 143.9065 27.41701 532.9872 372.5125 110.9387 84.77 43.79 106.75
## 450 120.61 145.1150 27.71611 532.2195 375.2106 113.5754 85.90 45.68 111.68
## 451 122.27 145.4945 28.02517 533.9343 376.2000 114.0131 86.54 46.03 119.34
## 452 118.42 144.8154 27.60644 529.0690 380.3900 116.3812 85.49 44.74 113.06
## 453 118.38 146.4832 28.49375 551.4816 390.8800 118.2716 87.14 46.38 116.17
##         ENTG      ETR  NVST      EOG   EPAM      EPR      EQT      EFX     EQIX
## 448 140.1155 103.9409 15.98 124.8005 182.59 40.93270 36.35262 239.9549 762.8935
## 449 143.6526 104.9015 15.85 125.3467 181.69 41.15989 36.45210 239.5554 771.9766
## 450 140.5351 107.4468 16.74 127.2832 189.17 41.96985 36.99928 252.5689 793.7045
## 451 144.3320 108.1203 16.04 128.0578 193.50 42.59214 37.01918 257.6424 800.7084
## 452 145.0814 105.8028 15.94 131.7322 199.72 42.86871 36.64113 258.6411 800.5292
## 453 146.3604 107.4270 16.85 130.6100 209.35 43.55026 35.69600 264.2640 808.4484
##          EQH   ELS      EQR   ESAB     WTRG    ESS       EL   EEFT     EVRG
## 448 40.53571 64.17 67.35772  92.07 36.89306 275.97 103.4506 100.58 52.65909
## 449 41.36033 64.57 67.24867  93.18 37.49803 276.38 101.4652 100.10 53.09428
## 450 41.76768 66.17 67.10989  95.73 39.66996 278.41 100.8695 102.77 54.04381
## 451 42.11541 66.68 66.60435  95.81 40.09641 274.33 102.6068 103.27 54.44934
## 452 42.63204 67.06 67.33790  99.56 39.20383 276.09 100.3037 104.49 53.52948
## 453 42.91022 67.97 68.43822 103.32 39.98732 278.75 100.2541 108.63 54.17239
##           ES  EXAS  EXEL      EXC   EXPE   EXPD      EXR      XOM   FFIV
## 448 57.22404 44.09 22.15 34.08092 128.56 118.65 152.1319 110.0540 171.58
## 449 57.47138 45.33 22.05 34.33828 129.53 120.57 152.3202 111.0261 173.01
## 450 58.76743 44.84 22.55 34.96190 128.72 122.78 157.4629 112.3455 173.59
## 451 59.69742 46.36 22.40 34.88271 131.69 119.89 160.4455 112.3654 176.46
## 452 58.62892 47.05 22.55 34.99159 132.52 119.03 160.9211 114.2899 178.79
## 453 59.08402 49.67 22.76 35.15987 139.70 121.60 163.3092 115.1132 183.01
##          FDS     FAST    FRT   FERG      FNF      FIS      FAF    FR   FSLR
## 448 410.7147 62.20671 100.59 188.00 47.69873 73.39789 52.15438 47.89 225.23
## 449 413.6174 63.15134 102.61 191.60 48.61143 73.59701 52.81895 48.83 228.57
## 450 418.0564 63.80761 104.93 195.51 50.90311 75.24976 55.53678 50.59 233.45
## 451 422.8444 65.07045 106.31 204.00 51.67693 76.08608 55.90378 50.72 233.24
## 452 427.4728 67.44695 106.40 205.74 52.50034 75.77744 56.33030 51.08 213.42
## 453 441.1387 68.64017 108.70 216.13 54.07774 76.57395 58.00662 50.87 221.25
##           FE     FI   FIVE  FIVN   FND   FLS   FMC        F  FTNT      FTV
## 448 38.26020 151.09 102.43 41.81 89.87 46.25 54.54 12.70215 60.28 72.56083
## 449 38.52747 148.89 100.94 40.00 91.25 47.18 54.85 12.96801 59.59 73.57972
## 450 39.07193 151.25 104.23 41.72 95.97 48.18 56.70 13.26341 58.79 74.86831
## 451 39.12143 153.20 103.22 43.74 94.72 48.37 57.41 13.81482 59.55 75.50761
## 452 38.46808 155.39 100.00 44.07 90.54 49.76 58.06 14.01175 59.90 76.14692
## 453 38.57697 157.14 102.07 45.66 94.90 51.52 59.24 14.16930 59.48 78.83398
##         FBIN     FOXA   BEN      FCX   FRPT  FYBR    FCN   GME     GLPI   GAP
## 448 64.10349 34.95843 22.06 50.65141 129.43 25.53 213.73 24.60 44.14661 23.12
## 449 64.64184 35.08757 22.45 51.43909 121.94 25.64 215.54 24.97 44.48165 22.68
## 450 68.57977 35.40547 23.08 51.35933 127.39 26.74 217.92 25.57 46.11744 24.32
## 451 70.20478 35.49488 23.20 51.13000 127.47 27.28 220.21 26.05 47.43790 23.97
## 452 69.78607 35.75317 23.23 50.42000 128.56 28.02 221.94 27.00 48.50215 22.96
## 453 74.50162 36.48830 23.97 50.07000 123.63 28.08 227.63 28.54 48.49229 24.06
##         GRMN     IT  GTES       GE      GEN   GNRC     GD   GIS       GM
## 448 160.8273 448.09 15.22 162.8544 24.01064 142.85 279.51 62.09 46.14471
## 449 162.7793 448.51 15.25 165.4200 24.47831 142.12 281.91 62.66 46.41404
## 450 166.0757 447.62 15.92 161.9200 24.87634 148.45 284.15 63.17 47.81055
## 451 168.1073 455.38 16.02 159.0100 25.38381 153.94 283.89 63.03 48.88786
## 452 169.4219 455.02 16.27 159.5600 25.23455 154.82 285.42 62.86 49.17714
## 453 173.0270 466.10 16.97 162.8500 25.45347 159.23 291.59 62.90 49.64597
##            G  GNTX      GPC     GILD  GTLB       GPN   GFS   GLOB    GL  GMED
## 448 30.83817 33.26 130.0859 67.13259 50.21  95.57100 53.60 177.75 81.91 68.33
## 449 30.91785 33.57 131.5154 68.11343 50.70  94.60322 55.07 178.50 83.13 69.43
## 450 31.74459 34.14 135.5160 69.32213 52.08  96.61860 52.94 190.51 85.23 70.75
## 451 32.32230 34.34 137.2831 69.31222 50.95  97.22720 54.48 194.16 86.04 71.07
## 452 32.85022 34.49 140.2017 70.15435 48.44  99.27251 54.72 195.90 86.81 72.00
## 453 33.59727 35.19 140.6881 70.97666 50.66 102.87427 54.42 200.89 88.51 72.14
##          GGG   LOPE      GPK    GO   GWRE   GXO      HAL      THG      HOG
## 448 77.80717 140.05 25.25430 21.61 138.86 48.19 32.64303 123.3662 31.68409
## 449 78.55483 139.98 26.45025 21.10 137.87 48.65 32.83195 124.1516 32.11212
## 450 80.09003 141.56 26.85886 21.15 137.04 52.06 33.42853 123.7539 33.86405
## 451 80.94736 141.92 27.42693 21.20 138.07 52.61 33.74670 125.9212 34.22240
## 452 81.49565 147.96 27.20768 20.75 141.22 53.30 35.02936 127.7704 35.02869
## 453 84.41653 151.89 27.84551 20.89 142.14 55.81 35.75520 131.0114 36.16346
##           HIG      HAS  HAYW      HCA       HR      DOC    HEI     JKHY
## 448  99.34619 55.93924 12.37 316.3800 16.65580 19.36646 224.89 162.3628
## 449  99.69477 56.54276 12.50 314.8227 16.67545 19.54395 225.89 160.3592
## 450 100.92975 57.95757 12.98 316.9790 17.17660 20.05671 225.82 163.6188
## 451 101.33809 59.10524 13.22 323.7776 17.39278 20.25393 226.32 165.7520
## 452 102.26433 58.87768 13.48 316.4499 17.60896 20.37226 225.17 166.8385
## 453 102.57307 61.45995 13.81 318.3767 17.72688 20.78641 230.80 169.2010
##          HSY      HES      HPE      HXL     DINO      HIW  HOLX       HD
## 448 181.4769 145.2131 21.09904 63.96077 48.46191 26.18044 74.75 335.0549
## 449 184.3865 147.1057 21.19833 64.29000 47.02725 26.31823 75.77 342.1021
## 450 185.4888 147.1655 21.04940 65.44730 47.57143 27.23356 76.49 351.6541
## 451 187.6238 147.8030 21.01961 66.56470 47.66048 27.51899 77.69 357.5980
## 452 187.6039 150.0243 21.28769 67.60227 48.09583 28.05047 77.34 356.2959
## 453 188.6466 149.9446 21.27777 68.86932 48.69938 28.61148 78.46 366.8915
##          HON      HRL   HST      HHH      HWM     HUBB   HUBS    HUM      HII
## 448 209.4539 29.76550 17.54 61.32507 80.17020 370.0052 560.21 373.36 240.8181
## 449 213.3228 30.13212 17.88 63.35558 80.11025 374.1623 492.31 379.17 245.5463
## 450 213.6808 30.58792 17.86 66.50143 79.59071 377.8509 489.77 379.73 250.5432
## 451 213.9394 30.68700 18.18 68.26501 79.16108 379.2964 476.13 382.22 249.7867
## 452 214.5461 30.55000 18.31 67.56911 78.83137 373.4445 471.89 384.21 254.3457
## 453 217.2811 31.36000 18.56 69.61868 81.30920 390.2027 488.81 395.60 266.2308
##          HUN        H    IAC      IBM      IDA      IEX   IDXX    ITW   ILMN
## 448 21.21196 148.4784 48.240 174.9498 91.58414 194.5780 477.89 234.06 106.68
## 449 21.64688 152.1547 47.540 176.2980 92.40752 197.7671 483.39 235.91 113.17
## 450 22.32891 152.5543 48.850 176.7640 94.19317 202.7900 487.78 240.19 118.00
## 451 22.28937 154.7620 48.670 181.2448 94.07413 204.4600 492.74 245.93 116.09
## 452 22.51671 157.0097 49.110 181.2944 92.72497 206.6900 482.70 246.73 116.56
## 453 23.39642 162.0546 50.285 184.1990 94.00468 210.8100 499.52 253.49 125.23
##      INCY  INFA        IR   INGR   INSP   PODD     INTC      ICE      IFF
## 448 60.70 28.96  91.70985 111.98 131.44 195.17 34.37196 142.0627 96.43491
## 449 60.73 28.30  94.27928 113.27 131.36 197.67 34.65019 144.0073 95.89700
## 450 62.29 28.07  95.47902 114.77 135.63 203.62 33.28883 146.7396 97.19196
## 451 63.66 27.98  97.25863 115.01 138.89 201.98 34.27259 147.9861 97.93906
## 452 64.25 27.21  98.63833 114.00 138.58 198.87 34.24277 147.4078 95.82727
## 453 64.00 26.41 100.31796 117.10 145.82 201.39 34.12354 148.5047 97.72987
##           IP      IPG  ITCI   ISRG      IVZ  INVH  IONS  IPGP    IQV     IRDM
## 448 42.12284 28.22149 74.07 442.30 15.04471 36.10 47.04 84.45 213.05 25.55293
## 449 42.27134 28.20169 77.29 444.74 15.57814 35.84 47.85 86.07 211.98 25.36395
## 450 42.47923 28.59764 78.32 443.50 15.79546 35.44 47.31 88.05 219.44 25.30427
## 451 43.19200 29.12228 78.13 444.16 15.83498 35.37 48.00 89.63 224.17 25.79165
## 452 43.69688 29.20147 78.69 437.25 16.02267 35.28 47.57 89.38 225.89 25.65240
## 453 45.05312 30.33983 78.57 438.01 16.27950 35.83 49.84 90.65 232.97 26.24920
##          IRM      ITT      JBL        J      JHG   JAZZ     JBHT      JNJ   JCI
## 448 92.56116 125.6814 109.9248 136.1684 34.00158 100.57 155.1438 145.9423 67.14
## 449 94.56882 128.8042 113.6019 138.2942 34.70356 102.23 159.3730 148.3043 67.80
## 450 93.94267 131.9470 114.3314 140.8291 34.81232 106.04 162.8940 148.5723 69.70
## 451 95.30431 134.6508 114.8410 143.6435 34.80243 105.59 165.7367 148.7510 69.98
## 452 97.23246 136.9255 115.2107 144.4119 35.39565 103.33 169.1879 148.1158 70.01
## 453 99.36932 142.3930 117.9785 150.4399 35.99876 106.09 175.5516 149.8724 72.18
##        JLL     JNPR      KBR        K     KMPR   KDP   KEYS   KRC      KMB
## 448 206.04 36.71162 62.38926 55.97140 60.00014 31.95 136.06 32.07 138.2810
## 449 207.59 36.73151 63.64621 56.48772 59.84094 31.95 137.52 32.30 139.6298
## 450 217.46 36.95027 64.57397 56.43808 60.69666 32.43 139.99 34.19 139.8579
## 451 225.82 36.92044 65.13262 56.14020 61.05487 32.62 142.11 35.26 140.3637
## 452 226.65 36.95027 65.34212 55.92176 61.25388 32.67 145.53 35.76 139.8480
## 453 235.24 37.06960 67.43706 56.64660 63.09468 32.66 149.46 36.12 141.2861
##          KIM      KMI     KNSL     KLAC      KNX      KSS      KHC       KR
## 448 19.04224 19.72494 375.9231 873.3021 47.83891 21.82687 31.56778 51.54510
## 449 19.51731 19.83348 375.7531 890.7202 48.92548 21.43693 31.55789 52.66824
## 450 20.08145 19.89268 381.7112 851.3922 49.38403 22.21681 31.81494 52.42970
## 451 20.36847 19.92229 389.3689 856.1534 49.72296 22.18757 31.70619 52.17128
## 452 20.74456 19.90255 397.8463 856.5527 50.08183 21.31995 31.92369 51.80352
## 453 20.97220 19.97162 402.9447 865.5961 51.89610 21.83662 32.46745 53.27453
##        KD      LHX       LH     LRCX     LAMR       LW     LSTR      LVS  LSCC
## 448 25.85 224.8327 198.7278 1109.176 117.2522 76.39348 172.9075 41.40014 59.75
## 449 25.65 226.1362 199.7446 1123.882 116.3025 77.49674 174.9836 41.21114 61.60
## 450 26.31 229.1909 205.6063 1056.726 116.2629 78.45091 178.2273 42.09644 58.67
## 451 26.48 229.8874 205.5266 1066.576 116.2333 78.47079 180.2135 42.50427 60.35
## 452 26.74 233.3699 206.8424 1065.868 116.4311 76.43324 184.0860 42.02681 59.83
## 453 27.41 239.2206 215.8243 1072.727 119.0822 77.43711 189.1563 42.67338 62.95
##          LEA      LEG     LDOS    LEN    LII LBTYA LBTYK    LNW      LLY   LECO
## 448 113.3911 10.62532 144.6923 142.50 535.61 18.19 18.56 104.25 931.1989 186.13
## 449 114.7519 11.20289 148.4729 145.72 544.66 18.17 18.56 105.94 938.4687 188.18
## 450 116.8576 12.08916 148.5827 155.83 557.51 18.56 18.88 106.82 932.8365 194.16
## 451 117.9800 12.26841 149.5503 159.88 557.19 18.69 19.02 108.30 947.0767 196.93
## 452 117.9105 12.06925 148.5927 159.18 564.44 18.68 19.04 106.91 949.1338 200.40
## 453 122.9762 12.52732 151.4356 169.62 578.30 19.03 19.39 105.14 940.2861 210.13
##       LNC      LIN      LAD     LFUS   LYV      LKQ      LMT        L      LPX
## 448 30.34 429.9356 242.5952 250.6708 95.12 40.93583 457.7477 74.60040 79.83761
## 449 31.48 433.6747 244.5615 256.7451 94.43 41.44195 458.4538 75.58960 80.65533
## 450 31.95 433.6148 258.5453 262.0514 95.88 42.33509 457.8273 76.55883 83.93620
## 451 32.19 439.4078 266.4405 269.5619 97.94 43.46641 461.1587 76.85858 85.42206
## 452 32.81 436.8952 264.9133 264.8341 98.38 43.47634 461.3079 77.35818 86.42925
## 453 32.80 444.4230 275.3537 273.6314 97.17 45.01453 465.9818 78.28745 89.38103
##         LPLA LCID   LULU  LITE  LYFT      LYB   MTSI        M   MANH   MAN
## 448 272.8065 3.09 289.87 55.84 13.43 91.92939 115.82 18.64649 242.17 66.26
## 449 272.5269 3.15 288.08 56.26 12.93 91.58416 115.72 18.59708 246.23 66.89
## 450 264.8186 3.40 289.20 57.33 13.53 92.87630 114.13 19.31843 241.17 68.89
## 451 263.2610 4.25 291.06 59.24 13.11 93.76403 112.81 18.86388 240.42 69.60
## 452 263.5505 3.61 283.72 57.97 13.08 94.34599 113.65 16.65042 241.14 70.23
## 453 239.2673 3.97 291.76 59.09 13.38 96.42723 117.30 16.61089 239.15 72.71
##          MRO      MPC     MKL     MKTX      VAC      MMC      MLM     MRVL
## 448 27.77960 162.1368 1552.84 203.7457 80.57403 211.0063 529.8851 73.77862
## 449 28.04853 161.4003 1561.48 206.2776 84.57156 214.0648 544.3138 74.81776
## 450 28.49675 163.5002 1574.36 213.2452 87.26297 216.5255 554.9280 72.12000
## 451 28.33739 164.6646 1598.29 212.1687 86.11516 217.5318 553.6999 73.59000
## 452 28.62624 165.9086 1598.16 218.9370 85.84800 217.6513 555.7469 73.60000
## 453 28.85533 166.8639 1610.42 220.9306 89.50910 218.0896 576.6060 75.60000
##          MAS   MASI    MTZ     MA     MTDR   MAT   MKC      MDU   MEDP   MDT
## 448 65.37030 106.93 102.04 444.70 58.32950 16.02 70.07 24.40280 410.95 76.88
## 449 65.89828 107.00 102.96 433.64 59.86396 16.31 71.33 24.77088 419.05 77.06
## 450 68.95660 111.31 103.91 436.42 61.42832 16.85 71.19 25.18870 434.99 78.07
## 451 70.46085 111.96 107.60 440.11 61.74717 16.78 71.45 25.16881 443.00 77.95
## 452 70.31142 108.88 104.35 444.00 64.22821 16.73 72.75 25.35782 444.48 77.08
## 453 74.01727 109.88 106.33 443.53 64.61681 17.02 73.32 26.04424 457.29 78.10
##          MRK     META      MET      MTG   MGM     MCHP     MU     MSFT    MSTR
## 448 125.2023 529.4949 69.35928 21.28121 43.74 91.83375 131.14 458.7132 130.177
## 449 126.4540 534.1804 71.04565 21.53977 43.91 95.45380 136.39 465.4111 130.572
## 450 128.1129 512.2114 71.85908 22.17622 45.84 91.58512 130.23 453.8819 135.856
## 451 126.9109 498.3945 72.80145 22.28561 46.11 92.10227 133.55 452.7340 139.676
## 452 127.2685 495.6871 73.83311 22.70328 46.15 91.58512 130.87 453.1432 161.128
## 453 124.6063 489.3232 75.05325 23.27011 46.78 94.29021 127.49 448.7112 166.430
##          MAA   MIDD     MKSI   MRNA    MHK    MOH      TAP  MDLZ    MDB   MPWR
## 448 137.6560 120.02 134.8158 116.07 109.98 287.30 49.53043 65.24 250.51 846.20
## 449 138.5565 122.44 142.0926 117.44 112.94 286.95 50.01641 65.93 246.18 860.81
## 450 139.4867 125.13 140.8549 122.82 121.30 290.07 50.75034 65.32 248.78 830.95
## 451 139.1700 125.50 143.2605 121.46 124.97 293.35 50.81977 65.36 253.18 855.67
## 452 139.9500 127.04 142.4021 121.48 127.83 283.98 50.91895 64.35 252.54 870.91
## 453 142.6300 135.43 144.3386 125.14 132.70 307.33 52.14878 65.83 258.26 889.48
##      MNST      MCO     MORN      MOS      MSI    MP      MSA   MSM     MUSA
## 448 49.80 435.1567 295.4513 26.70345 389.8494 14.24 185.3405 75.80 454.7017
## 449 49.85 436.4943 295.8308 26.62407 390.1786 14.33 186.9260 76.04 462.4948
## 450 50.28 442.4434 300.1350 27.87440 387.8239 14.88 191.2237 78.05 471.4770
## 451 50.83 445.1685 305.5500 28.17209 389.2906 15.62 192.5101 79.32 474.9539
## 452 49.86 445.8872 305.5500 28.62856 393.5112 15.30 192.8391 80.84 483.1467
## 453 50.49 451.5368 313.3500 29.55143 395.1875 15.28 199.3306 84.26 495.4060
##         NDAQ   NTRA   NFG      NSA   NCNO   NTAP   NFLX   NBIX      NFE
## 448 60.60889 109.43 54.14 39.70819 31.120 132.09 685.74 143.30 19.12310
## 449 61.42618 111.58 54.51 39.26347 30.600 134.62 677.65 147.12 19.37081
## 450 61.99430 110.81 55.69 41.56611 31.750 131.46 652.75 146.50 20.39137
## 451 62.49264 111.60 56.82 42.98920 31.360 130.17 647.60 147.43 21.01559
## 452 62.79165 112.66 56.69 43.59204 31.325 130.38 656.45 147.46 21.05523
## 453 63.09066 114.44 57.17 44.94595 32.660 131.59 656.32 147.45 22.05597
##          NWL      NEU      NEM     NWSA     NXST      NEE      NKE       NI
## 448 5.684503 504.8447 43.67739 27.61492 165.1655 71.65591 72.13822 28.66617
## 449 5.674599 511.6939 45.23979 27.68466 169.1340 72.43089 72.21787 28.96364
## 450 6.021215 526.3777 46.94151 27.73447 173.0630 74.21929 73.06409 29.44951
## 451 6.159862 533.9337 47.27986 27.63484 172.2614 75.51093 73.09396 29.81639
## 452 6.219282 530.3697 47.12064 27.59500 171.3707 70.51331 70.99333 29.47925
## 453 6.595607 552.1317 48.08594 28.33219 178.4369 71.43732 72.48667 29.77672
##          NNN     NDSN      JWN      NSC      NOC  NCLH      NOV      NRG    NUE
## 448 41.59007 224.3176 21.83272 212.5792 422.0617 18.66 17.61703 78.82980 150.25
## 449 42.22202 229.1828 21.71374 213.6533 424.5618 18.75 17.70661 78.73035 153.36
## 450 43.55504 234.5564 23.19107 219.7298 430.3190 19.09 18.27394 79.19778 158.96
## 451 43.80189 236.4307 23.28030 220.1376 430.5381 19.53 18.43319 79.49616 161.10
## 452 44.56221 235.9123 22.60609 226.5124 430.2195 19.57 19.11000 74.98080 164.87
## 453 44.98679 242.6219 23.54801 233.5039 433.4467 20.37 19.41855 76.01516 166.14
##          NVT     NVDA     NVR      OXY   OGE   OKTA     ODFL      ORI      OLN
## 448 75.96545 131.3688 7484.08 60.76273 35.24  94.64 178.1719 29.78592 45.31775
## 449 78.08003 134.8985 7623.76 61.15108 35.74  92.79 181.8769 30.20278 46.21335
## 450 78.54884 127.3891 8069.89 61.22079 36.61  93.25 186.5107 30.85785 47.34779
## 451 78.04014 129.2290 8062.27 60.94197 36.71  96.08 189.9661 31.04644 47.92496
## 452 78.37927 128.4290 8068.96 61.73859 36.28  98.47 194.9894 31.32434 48.17374
## 453 80.98260 126.3492 8500.00 61.85809 36.66 100.39 203.5679 31.84046 49.96495
##       OLLI      OHI      OMC    ON      OKE   ONTO     ORCL      OSK      OVV
## 448  98.28 32.96248 89.90022 73.48 81.44081 234.44 140.2839 101.8462 46.11042
## 449  98.80 33.44390 90.54584 76.59 81.34200 236.66 141.6700 103.2300 46.97369
## 450 101.05 33.80742 91.64835 74.24 81.91512 225.50 142.7600 105.9379 47.78734
## 451 101.76 33.87619 92.67142 76.87 83.65421 229.28 144.7700 107.5507 47.86672
## 452 103.45 34.35761 93.11839 76.37 83.67397 229.17 143.0700 108.8251 48.51169
## 453 103.97 35.07483 94.70760 78.74 84.04945 238.04 142.6100 113.0164 48.08502
##           OC     PCAR      PKG  PLTR   PANW    PARAA     PARA    PK       PH
## 448 164.7810 101.0155 175.2718 27.39 336.18 21.09187 11.47546 14.27 507.2749
## 449 166.5948 101.1750 178.6019 28.42 337.06 21.25150 11.64466 14.31 521.7248
## 450 174.5578 102.8995 181.6835 27.64 331.04 21.38121 11.67451 14.32 526.7010
## 451 176.8600 102.7798 184.3376 28.07 336.50 21.35127 11.50532 14.62 536.4142
## 452 174.2200 104.2152 184.6557 28.67 340.91 21.55082 11.52522 14.83 543.2352
## 453 181.5900 108.5413 189.8447 28.67 338.50 21.88007 11.89347 15.08 567.1091
##       PSN     PAYX  PYCR   PCTY  PYPL  PEGA  PENN      PAG      PNR    PEN
## 448 78.13 116.0893 13.06 134.01 59.00 57.07 20.04 143.1793 74.79379 177.99
## 449 79.40 116.0397 12.29 132.77 58.90 57.29 20.07 144.6495 75.52168 179.46
## 450 79.42 116.1290 12.26 136.41 59.99 58.57 20.77 151.7225 78.25378 186.29
## 451 78.87 117.3591 12.43 140.06 60.27 59.77 20.58 154.1266 79.00162 190.83
## 452 77.80 120.6626 12.73 146.93 60.47 60.56 19.82 154.3451 79.81925 191.68
## 453 80.14 123.2916 13.08 150.72 61.81 60.53 19.90 160.9016 83.03994 196.75
##          PEP  PFGC       PR     PRGO      PFE   PCG      PSX   PPC      PNW
## 448 160.6765 61.60 15.78390 26.23789 27.33423 17.34 131.7139 37.93 76.65369
## 449 162.3537 61.95 15.97122 26.90151 27.95547 17.64 132.8643 38.05 77.68300
## 450 162.7110 64.16 16.33599 27.57504 28.26115 17.96 135.7900 37.92 79.18738
## 451 165.1227 63.87 16.08952 27.21847 28.51753 18.12 137.4958 38.08 79.42490
## 452 162.6217 63.95 16.43458 26.64399 28.69503 17.67 138.9140 38.29 78.77169
## 453 163.5149 64.53 16.39514 26.83218 29.08946 17.72 138.6264 39.12 79.72182
##      PINS      PII     POOL   POST      PPG      PPL     PINC     TROW      PRI
## 448 43.34 73.07577 295.1370 103.74 124.5457 27.19200 18.29778 113.1165 232.5400
## 449 42.74 73.67109 297.8275 105.30 125.9178 27.45986 18.20871 114.7075 234.3238
## 450 42.12 78.66187 316.2531 106.86 128.9703 27.99556 18.65403 115.7846 237.4728
## 451 41.29 80.89433 327.2545 107.14 129.8751 28.21381 18.58476 116.6245 241.6383
## 452 41.36 81.19199 325.8993 106.42 130.1336 27.74755 18.35715 117.3360 244.6677
## 453 40.76 84.52579 335.7249 108.01 132.4702 28.06501 18.98060 119.3222 250.3679
##          PFG  PCOR       PG    PGR      PLD      PRU    PTC      PSA      PEG
## 448 80.15240 64.41 164.6696 209.49 113.6047 117.2979 177.48 286.5758 75.01273
## 449 80.82636 64.32 165.8028 209.99 115.6793 119.0381 176.69 284.9991 75.71739
## 450 83.13568 64.88 164.5503 211.82 119.5207 121.0058 179.77 294.1520 75.95559
## 451 84.17637 67.16 165.6139 213.30 119.2626 121.8858 182.73 300.1019 75.70747
## 452 85.31616 68.88 163.5961 217.10 120.2453 124.1303 184.53 299.5168 73.98053
## 453 86.09915 71.71 165.9519 210.00 120.5927 125.0993 184.08 303.0966 73.98053
##          PHM  PSTG      PVH  QGEN   QRVO     QCOM    PWR    DGX  QDEL   RCM
## 448 104.5505 65.88 106.3682 40.06 119.69 206.0551 254.79 138.36 30.01 12.94
## 449 106.9970 67.71 106.5781 41.03 124.95 207.7265 257.87 140.45 29.96 12.92
## 450 113.6774 65.31 108.8372 41.11 122.51 198.8225 264.14 143.50 31.48 12.49
## 451 116.1639 65.20 107.3778 42.18 122.80 201.3893 268.81 144.11 32.38 12.61
## 452 116.0740 65.81 103.8492 41.80 126.32 207.1097 257.24 144.59 31.78 12.79
## 453 124.3821 63.94 106.4481 42.57 129.21 208.5622 259.37 148.60 34.15 13.03
##         RL      RRC      RYN      RTX    RBC        O    RRX      REG    REGN
## 448 179.49 33.31780 27.44362 100.5718 278.12 52.29600 133.53 61.52118 1054.03
## 449 178.98 33.39758 27.69139 100.1441 282.27 53.10879 137.42 61.73919 1071.12
## 450 183.94 33.99593 27.72112 101.1786 287.52 54.51630 141.53 62.65091 1080.27
## 451 181.58 34.72391 28.57347 100.7409 292.66 55.25970 145.53 63.47344 1100.05
## 452 171.06 34.74386 28.70232 101.0791 294.78 55.48768 150.21 63.61218 1082.11
## 453 173.19 34.46463 28.74196 103.1281 306.57 55.87425 158.06 64.54372 1094.99
##          RGA       RS   RGEN    RSG      RMD     RVTY  REXR     REYN      RBA
## 448 206.4310 276.8217 120.82 195.32 189.8760 103.9437 45.31 26.37910 76.41487
## 449 209.8460 283.0475 120.95 196.88 191.8713 106.6220 46.80 26.35925 77.12251
## 450 210.8117 291.2854 126.17 198.70 199.3035 109.7500 49.13 26.64706 78.56769
## 451 211.7078 295.6683 125.92 200.25 204.3415 109.4502 49.24 26.55774 79.17566
## 452 213.5795 299.2743 122.60 201.19 204.8203 108.0411 49.98 26.55774 79.56436
## 453 212.9622 306.4364 135.00 204.18 206.3068 113.0479 49.69 26.95472 81.09924
##      RIVN      RLI      RHI  RBLX   RKT      ROK  ROIV  ROKU      ROL    ROP
## 448 15.71 136.8112 60.36050 39.39 13.25 259.9750 10.83 63.11 49.58388 550.47
## 449 16.37 138.5779 60.78683 39.66 13.52 263.7964 11.25 61.37 49.44432 553.06
## 450 16.76 138.9871 62.21454 38.52 14.16 272.9021 11.24 60.67 49.21504 555.93
## 451 18.11 140.1649 63.07711 40.53 14.33 281.9780 11.35 61.32 49.25492 558.38
## 452 17.50 141.6521 63.34481 41.11 14.56 283.8190 11.50 62.44 48.16833 559.15
## 453 17.94 142.2510 65.46655 41.28 15.54 292.9446 11.61 64.73 49.10538 567.07
##         ROST      RCL   RGLD      RPM     RYAN        R     SPGI   SAIA
## 448 146.4717 162.7497 131.36 103.4963 56.26529 116.5214 459.4656 438.51
## 449 147.6687 162.3007 133.09 105.7473 56.06563 119.4044 465.1553 440.47
## 450 150.4320 162.7995 135.89 108.3568 56.24532 124.2358 472.3622 450.68
## 451 151.3597 166.0120 136.23 110.1297 56.89423 127.9936 477.4530 455.02
## 452 147.7186 167.3289 136.80 110.5979 57.90253 131.1649 481.6753 480.64
## 453 148.5067 171.6788 140.06 115.0700 58.12217 134.9923 487.9040 509.42
##         SAIC      CRM   SRPT  HSIC      SLB     SNDR      SEE  SEIC   SRE
## 448 113.0395 252.0343 150.25 64.44 44.90608 22.80993 33.81506 64.26 75.58
## 449 113.6077 252.1941 149.25 64.19 44.98555 23.25836 34.42139 65.77 76.10
## 450 116.0200 250.7264 152.11 65.10 45.88964 23.94595 35.09729 66.65 77.03
## 451 117.7400 253.5719 152.11 65.15 46.11814 24.20504 35.63403 67.32 77.05
## 452 118.3700 252.4637 152.67 65.84 47.64813 24.34455 35.37560 68.07 76.02
## 453 123.0000 255.6287 148.98 67.59 48.40319 25.19158 36.58825 69.83 76.37
##           ST     S      SCI    NOW      SHW  FOUR     SLGN      SPG    SSD
## 448 38.44299 19.76 69.28919 744.01 298.3105 72.13 42.19606 145.7310 165.39
## 449 39.14068 19.99 69.48843 743.15 304.7575 67.43 42.40530 146.5901 167.75
## 450 39.96795 20.23 71.27172 749.14 313.3402 69.77 43.27213 146.9456 176.73
## 451 40.56597 20.34 71.50085 758.49 317.7314 70.47 44.11904 147.6172 181.49
## 452 40.77528 21.72 72.04880 767.85 317.8312 71.99 44.59730 148.1899 182.45
## 453 42.16070 21.88 74.62909 760.79 325.7453 73.10 45.45417 149.6219 189.96
##       SITE   SKX     SWKS  SMAR      SJM      SNA   SNOW      SON   SHC
## 448 115.64 67.33 105.7206 42.95 108.3815 254.3852 137.46 47.82229 11.88
## 449 120.17 66.72 110.1021 43.23 108.3815 259.6396 137.50 48.42588 11.68
## 450 129.50 67.90 109.2377 43.09 110.1355 266.0958 138.18 49.08884 12.19
## 451 130.22 68.16 111.6023 43.51 112.1372 267.8142 135.75 50.34550 12.36
## 452 133.91 66.09 115.1293 44.45 115.3281 269.0160 133.72 50.02887 12.22
## 453 143.46 67.23 119.8982 45.18 116.4380 277.0019 136.21 50.75119 12.90
##           SO     SCCO      LUV  SWN      SPB   SPOT     SSNC     STAG      SWK
## 448 77.47616 113.7344 27.30284 6.82 81.16920 311.55 61.21551 35.20485 80.20232
## 449 77.79352 115.0696 27.46186 6.87 80.86062 304.99 61.27531 36.05962 82.41445
## 450 79.20181 113.3387 26.80588 6.94 83.10039 300.98 62.66068 37.10325 86.23361
## 451 79.33074 113.9421 27.36247 6.90 82.80174 302.27 65.09256 37.37160 87.70176
## 452 79.39025 111.3507 27.54138 6.96 81.62711 302.15 66.30849 37.90833 86.22369
## 453 80.45143 110.5792 28.53529 6.86 84.46415 298.50 67.22543 37.96796 89.31870
##       STLD  SRCL      STE    SYK    SUI   SNPS   SYY     TMUS   TTWO      TPR
## 448 124.25 58.25 213.0038 335.57 118.12 607.94 69.16 178.4683 149.36 41.20831
## 449 127.28 58.52 214.8893 337.34 118.63 619.56 69.64 179.9335 148.83 41.99162
## 450 129.77 58.30 217.3235 338.09 122.28 608.74 71.69 178.2291 151.52 43.11206
## 451 129.22 58.27 221.1943 339.37 123.50 614.05 72.17 178.9567 153.35 43.52851
## 452 131.91 58.15 219.9772 328.56 124.71 616.01 71.80 181.1595 153.31 42.12052
## 453 132.71 58.13 227.1003 333.43 126.77 613.01 73.03 182.3855 154.10 42.59646
##         TRGP      TGT      SNX      FTI    TDY      TFX      TPX    THC   TDC
## 448 131.6697 146.4546 110.3979 25.92178 381.69 217.7513 45.77126 130.97 33.20
## 449 132.1470 144.9762 109.9595 26.45080 388.70 220.2576 46.54924 130.70 33.16
## 450 132.8630 150.2251 112.6300 26.90994 393.99 224.1519 48.71362 133.73 34.35
## 451 134.2949 151.6639 112.5000 26.62048 394.11 220.1478 49.68111 134.39 34.12
## 452 133.5889 150.1259 115.0900 28.22749 394.87 219.5187 49.57140 131.42 33.99
## 453 134.0662 153.8071 118.4900 27.94801 403.42 228.9449 53.35159 133.39 34.90
##          TER   TSLA     TTEK      TXN      TPL     TXRH      TXT      TMO
## 448 153.3347 262.33 39.88097 198.8654 748.9901 165.9106 85.11041 531.5222
## 449 158.9794 263.26 40.02478 202.3030 775.9138 166.2693 86.29015 536.5291
## 450 154.6535 241.03 40.49418 198.6965 784.0528 166.8970 88.19971 542.3454
## 451 156.1820 248.23 40.64998 200.5643 800.1811 168.4613 88.76958 547.7420
## 452 159.3390 252.64 40.71190 200.4550 821.6621 169.0790 91.06905 544.3341
## 453 162.8457 256.56 41.28117 205.2836 822.9604 173.3533 93.99837 555.0673
##        THO      TKR      TJX  TOST    TOL    BLD   TTC      TPG     TSCO    TTD
## 448  91.40 78.57961 111.7645 24.93 110.49 380.30 87.81 40.14386 256.2087 101.52
## 449  92.98 79.32657 112.5816 23.86 113.29 389.32 88.25 40.82796 258.1906  99.82
## 450  97.23 81.62718 113.5483 24.37 121.47 423.40 91.17 42.08711 261.7460  98.57
## 451  99.87 83.03146 113.9071 25.22 123.15 431.91 92.21 43.57428 269.9623  99.48
## 452 101.88 84.10707 113.4187 25.92 123.48 438.00 94.91 45.80505 269.7332 100.09
## 453 103.79 87.53310 114.6246 27.30 132.38 465.48 98.23 47.34180 282.0128 100.95
##           TT      TRU      TRV  TREX  TRMB  TRIP  TWLO    TYL      TSN  UHAL
## 448 332.9225 76.24608 202.2553 72.92 55.23 17.53 56.39 508.86 55.48624 59.88
## 449 339.9851 76.24608 206.2877 74.78 55.35 17.59 56.03 511.88 56.00230 60.19
## 450 343.7159 78.94311 208.0400 78.38 56.25 17.94 57.01 514.31 56.44889 62.63
## 451 342.9678 79.87209 210.6785 81.55 57.35 17.87 57.87 523.08 56.88556 64.58
## 452 340.1647 80.86099 212.4706 81.32 57.29 18.01 58.20 520.91 57.03442 65.17
## 453 345.4716 81.86989 216.8415 85.82 58.61 18.04 59.98 528.92 58.62229 66.78
##            X  UBER    UDR      UGI  PATH   ULTA  RARE  UAA   UA      UNP   UAL
## 448 38.74312 71.32 40.385 21.96169 11.93 396.01 42.25 6.80 6.62 220.6063 47.20
## 449 38.13386 69.27 40.650 22.21764 12.09 396.03 42.46 6.90 6.69 223.2224 47.15
## 450 38.68319 73.53 40.610 22.69999 12.35 400.82 43.89 6.99 6.82 227.5096 45.64
## 451 39.25250 72.43 40.350 23.05437 12.63 412.94 45.14 6.87 6.75 229.0016 44.72
## 452 38.51340 72.29 40.560 23.07405 12.47 395.16 44.46 6.51 6.38 234.7411 44.32
## 453 38.15383 74.30 41.080 23.70406 12.70 409.70 45.27 6.67 6.56 241.7737 47.07
##          UPS      URI   UTHR     UWMC      UNH     U     OLED      UHS      UNM
## 448 132.5918 625.9554 322.65 6.783094 490.3712 15.52 220.9566 180.7979 50.23164
## 449 133.9446 643.6943 329.25 7.010516 499.1600 15.38 221.2261 180.0286 50.83684
## 450 136.5020 664.7454 323.88 7.376368 502.5779 16.52 221.6752 183.7954 51.09479
## 451 140.5603 678.0046 321.38 7.574126 509.7225 17.11 224.9390 184.2750 51.51149
## 452 142.3377 705.7700 327.26 7.801547 513.5490 16.93 229.7797 178.5298 52.53338
## 453 145.4777 741.2875 328.19 8.098184 546.9306 17.65 235.9678 183.7255 53.20803
##      USFD    MTN      VLO    VMI   VEEV   VTR     VRSK     VZ   VRTX      VRT
## 448 50.06 173.44 145.3320 260.22 182.23 52.24 274.9813 40.635 485.99 92.73335
## 449 50.21 174.96 143.9413 263.79 182.02 52.11 277.1182 41.080 491.62 94.07295
## 450 52.02 178.00 145.6698 270.46 185.98 52.98 274.6917 41.300 492.13 92.83331
## 451 52.34 179.84 146.9413 276.57 187.92 52.46 276.9784 41.430 488.74 89.64423
## 452 52.18 178.45 147.7658 275.23 185.74 52.64 277.0982 40.790 490.85 87.86474
## 453 53.53 183.01 147.8453 283.40 187.16 53.10 280.7330 41.450 488.98 89.69421
##          VFC     VTRS     VICI      VST      VNT   VNO     VOYA      VMC   WPC
## 448 12.91355 10.68923 27.28497 91.18318 37.96157 26.48 70.00874 241.7905 54.85
## 449 12.67478 10.77831 27.53176 92.09102 38.68102 26.70 70.35645 247.2501 55.11
## 450 13.35130 11.07523 29.02236 91.39268 39.68027 28.74 71.95592 254.2069 57.56
## 451 13.67961 11.12472 29.07172 91.11335 39.57036 28.87 71.38965 252.0310 58.33
## 452 13.26176 10.88718 29.90093 85.98554 40.43971 29.45 71.70755 253.4184 58.20
## 453 14.14720 11.26328 29.88119 85.66630 41.35902 29.81 72.44270 262.3115 58.25
##          GWW      WAB      WBA      WMT   DIS  WBD       WM    WAT      WSO
## 448 906.6681 157.0387 10.53860 69.70132 97.05 7.34 209.2622 282.97 474.3324
## 449 901.3892 160.3645 10.99765 70.20988 96.97 7.32 210.4180 288.31 483.2840
## 450 902.1975 162.3619 11.16369 69.60161 96.60 7.38 211.0059 301.48 487.0138
## 451 916.5374 162.6615 11.23206 69.04320 97.13 7.40 212.9787 302.40 489.9479
## 452 940.8065 163.9499 11.42740 69.41215 96.87 7.42 215.2206 302.93 498.8000
## 453 986.0016 168.4241 11.45670 69.79106 98.47 7.98 220.0930 316.73 519.8900
##         WFRD      WEC     WELL      WEN      WCC      WST       WU      WLK
## 448 119.7309 77.28171 104.2317 15.60596 153.7107 318.4172 12.10529 139.6994
## 449 122.5045 77.46003 103.9533 15.62566 158.3882 321.1354 12.14450 140.8453
## 450 125.9165 79.58995 104.0528 16.52222 165.0405 333.0774 12.26212 145.5983
## 451 127.4230 80.03576 103.6053 16.45325 169.8178 322.7643 12.31113 146.1264
## 452 132.4313 78.86677 104.7388 16.93601 173.7174 319.8962 12.20331 145.8374
## 453 133.9478 80.05556 105.3354 17.70448 182.7533 328.8902 12.35034 148.8466
##        WEX       WY       WHR      WMB      WSM    WTW   WSC  WOLF      WWD
## 448 178.04 27.38915  99.59964 41.94344 141.6751 257.34 36.36 23.05 172.8371
## 449 176.96 27.39909 101.12317 42.05228 145.6797 258.16 36.39 24.17 176.4214
## 450 182.27 28.77003 106.58823 42.22049 152.9916 261.98 38.02 24.78 176.7909
## 451 183.13 29.08794 107.97414 42.52723 157.9923 264.21 38.29 24.77 176.4214
## 452 185.04 28.84951 108.78014 42.11166 154.2766 263.33 38.85 24.42 178.7378
## 453 189.84 29.53498 110.42162 41.90386 162.3655 264.32 40.44 24.99 186.9349
##       WDAY       WH      XEL    XPO      XYL  YETI   ZBRA    ZG     Z    ZBH
## 448 223.09 71.65806 52.01995 101.15 133.2359 36.30 315.24 46.35 47.94 105.76
## 449 223.08 72.62331 52.13892 101.97 135.9786 37.39 323.81 46.00 47.35 106.90
## 450 226.81 72.62331 53.61615 104.89 137.5046 39.63 328.32 48.35 49.40 108.19
## 451 230.02 73.58857 53.81443 107.15 138.0531 40.14 325.19 48.89 50.28 108.69
## 452 232.47 74.22544 52.77343 113.55 136.9361 39.14 327.50 50.05 51.64 106.53
## 453 235.63 76.22562 53.46743 118.67 140.8856 39.85 335.76 52.58 54.02 107.46
##          ZTS     ZM    ZI     ZS
## 448 173.8265 56.880 12.47 197.36
## 449 173.0783 56.000 11.46 197.37
## 450 177.3182 56.600 11.88 195.92
## 451 178.6151 57.580 11.72 201.90
## 452 177.5576 58.325 11.50 204.47
## 453 182.4760 59.160 11.96 203.12
date1 <- as.Date("2024-07-06")  # First date
date2 <- as.Date("2022-09-26")  # Second date

# Calculate the difference in weeks
difference_in_weeks <- as.numeric(difftime(date1, date2, units = "weeks"))

# Add 92 weeks to range
week_range <- c(week_range, 92)

# Loop to create sd of the weeks
sd_list <- list()
for (weeks in week_range) {
  sd_list[[paste0("sd_", weeks, "_week")]] <- calculate_sd_for_weeks(weeks)
}

# Convert the list into a data frame
# sd_df <- do.call(rbind, sd_list)
# rownames(sd_df) <- colnames(filtered_hist_price[,-1]) #ticker list
# sd_df <- data.frame(Ticker = rownames(sd_df), sd_df)


# Combine all price changes in one Data Frame
complete_sd <- Reduce(function(x, y) merge(x, y, by = "Ticker", all = TRUE), sd_list)
complete_sd
##     Ticker      wk_sd_4     wk_sd_8    wk_sd_12    wk_sd_16    wk_sd_20
## 1        A   3.56622042   7.6231166   8.6640659   8.0636943   7.8503279
## 2       AA   1.30572549   1.9927043   2.5301767   2.9518801   4.6686150
## 3     AAON   3.93549949   6.2521989   6.8388926   6.5987785   5.9843232
## 4      AAP   2.51969940   3.4327653   5.8696213   7.2269295   7.5447707
## 5     AAPL   9.63252131  14.9251278  19.2202444  20.9777844  20.0870611
## 6     ABBV   2.28635926   5.0881981   4.6385748   5.4306476   6.5481115
## 7     ABNB   2.39111378   3.0718601   5.8182770   6.9087990   7.4950553
## 8      ABT   1.27535215   1.5126009   1.6338940   2.9170526   5.3295171
## 9     ACGL   2.06833442   1.9305101   2.9530544   4.0301577   4.7909184
## 10    ACHC   1.27780218   2.0042412   2.7159396   3.8702347   5.9232935
## 11     ACI   0.16409940   0.3651296   0.4186369   0.4726847   0.4511777
## 12     ACM   2.52797226   2.0781348   3.2997035   4.0621614   3.8582797
## 13     ACN   8.69264013  10.5023281   9.7579957  14.7046817  29.6707038
## 14    ADBE  19.40725547  46.7949690  40.7249173  36.4167491  39.2352403
## 15     ADC   1.43400539   1.5925896   1.9663995   2.6114812   2.7742367
## 16     ADI   4.74337550   4.8701441  14.9679631  18.4923889  18.8026885
## 17     ADM   1.53202539   1.3255857   1.4061831   1.3562717   2.7779347
## 18     ADP   5.32851671   5.2583844   4.6726243   4.2144740   3.9603582
## 19    ADSK   3.98188295  16.8732412  15.4224524  16.6189291  18.8658761
## 20     AEE   1.20197633   1.1990534   1.5487335   1.4411582   1.3820840
## 21     AEP   1.53195608   1.4634061   2.0372246   3.2421693   3.4434615
## 22     AES   0.66622350   1.3397590   1.3883274   1.5659046   1.9027065
## 23     AFG   2.64511369   2.9181902   3.2214680   3.5176755   3.3141883
## 24     AFL   1.58833711   1.6525051   2.6110194   3.2465937   3.4240309
## 25    AFRM   1.72060189   1.7708406   2.0285152   2.2192859   2.8881385
## 26    AGCO   2.74752629   4.2302715   6.4779888   7.7986650   7.1878543
## 27     AGO   1.96197170   1.9057950   1.7331850   3.0287788   5.5588947
## 28     AGR   0.09893336   0.1647628   0.4937930   0.4644880   1.2559457
## 29     AIG   1.24824227   1.5318409   1.9312286   1.9909134   2.0646790
## 30     AIZ   2.91708335   3.0264828   4.3466679   5.7789880   5.8856748
## 31     AJG   4.43988807   6.6668121  10.1575735  11.0078746  10.0275693
## 32    AKAM   2.84195047   2.4784595   4.6994091   6.5036994   7.8050830
## 33     ALB   2.52409260  12.0501767  13.6257800  12.8802673  12.3725483
## 34    ALGM   1.85492399   1.3966166   1.3360878   1.7020943   1.7473886
## 35    ALGN   4.85609215   8.5057508  20.8124840  29.3511741  30.3093566
## 36     ALK   1.49933054   1.5669728   1.9306025   1.8390195   2.2956114
## 37     ALL   2.60017432   2.7218041   4.1814831   4.4352042   4.9828211
## 38    ALLE   3.48209506   2.9725439   3.8330357   5.3882603   5.8119634
## 39    ALSN   2.26143376   1.8534975   1.8848151   2.8808614   2.6652682
## 40    AMAT   6.76466590  11.7034667  16.7232735  16.8853603  16.1637637
## 41    AMCR   0.16391393   0.1854891   0.3742889   0.4860095   0.4801370
## 42     AMD  10.03541293   7.8292935   8.8373845   9.6788026  15.6033611
## 43     AME   2.99842224   2.9804499   3.7705933   5.5474372   6.1407074
## 44    AMED   2.85897818   2.6764798   2.4297253   2.2968377   2.0635611
## 45     AMG   5.30415208   4.6192873   3.8843394   4.4968698   4.1386005
## 46    AMGN   8.14843840   8.9043736  15.1916035  20.1990988  20.2203667
## 47     AMH   0.57783054   0.7371799   0.6423494   0.6762675   0.6190371
## 48    AMKR   1.85743369   3.9272342   4.0617973   3.9888885   3.7015613
## 49     AMT   6.28783977   6.2495933   9.6440383   9.9800338   9.8269417
## 50    AMZN   5.50636226   7.1873690   6.8140465   6.4611450   6.9713345
## 51      AN   7.08074148   5.8113937   5.2273450   6.0072715   7.4187097
## 52    ANET  12.92573049  26.0474039  33.7779361  34.0800636  31.8815850
## 53    ANSS   3.36856239   3.8974613   4.0093575   7.9976575   8.4658303
## 54     AON   2.53614600   7.0649707   7.7137631  14.1013322  15.5008655
## 55     AOS   3.07415156   2.4036983   2.3226689   2.4661261   2.4052040
## 56     APA   0.96660340   0.8481577   1.1656102   2.0615183   1.9658143
## 57     APD   7.44336574   8.8337477  13.1920103  15.3761605  15.1302820
## 58     APG   0.78004146   1.0022348   0.9220196   1.0833085   1.1190853
## 59     APH   1.06846096   1.3637327   3.2737090   4.8340439   5.5016063
## 60    APLS   1.93397964   2.0978382   3.5188203   6.5201603   8.6362108
## 61     APP   3.12845392   3.1014819   4.9295861   5.8267107   7.9821363
## 62    APPF  10.46062094  10.6003683  10.6885840  12.0602098  11.4701693
## 63    APTV   2.35475390   5.5468271   5.7215535   5.2744325   4.8272498
## 64     ARE   4.52914399   3.8149473   3.5914156   4.0342772   3.9654774
## 65    ARES   4.24532460   4.2841992   4.6447259   4.9236889   4.7500017
## 66    ARMK   0.55381410   0.8330113   0.9469744   0.9472075   1.0315508
## 67     ARW   3.11136608   5.3490203   4.5554339   4.1933378   4.7059303
## 68     ASH   1.90538168   2.7577705   2.3977200   2.2498716   2.1236310
## 69     ATI   2.07706368   2.3976702   3.1926586   4.0397338   4.5663600
## 70     ATO   2.25961573   2.2770520   2.0749066   2.0994497   2.1242023
## 71     ATR   2.50609841   2.7189109   2.9497143   3.5639913   3.4552546
## 72     AVB   1.66631449   5.0769173   5.5062455   8.3383363   9.3965965
## 73    AVGO   6.43972897  15.8352205  17.5839472  17.0017616  16.2704880
## 74     AVT   0.97542427   1.2567884   1.8237633   2.4595785   2.7911614
## 75    AVTR   0.54012411   1.3857447   1.6028786   1.6343059   1.6034872
## 76     AVY   5.14705694   4.8461724   4.9234557   5.7545217   5.6862511
## 77     AWI   3.05133208   2.2459720   2.0608908   2.9996481   3.6041014
## 78     AWK   3.51493987   3.2257790   4.3687112   6.4064505   6.7295303
## 79    AXON   7.20330638   8.6011719  11.6418475  12.1140561  12.4902378
## 80     AXS   0.75923780   1.1783611   3.2938495   3.9695949   4.2860879
## 81    AXTA   0.71808587   0.8329488   1.4360463   1.6092395   1.5249428
## 82     AYI   7.49049531   9.0144995   8.9124859   9.3672291   8.8652567
## 83    AZEK   1.96528005   2.3932121   2.0937417   2.3719093   2.4086039
## 84    AZPN   4.10399065   9.1885760   9.2295693   8.9993647   8.6490016
## 85    AZTA   2.02295774   2.0144566   1.7959831   2.6230117   4.6825243
## 86     BAH   2.00713152   2.4602458   3.5429592   4.7729301   4.5668779
## 87    BALL   0.93087307   4.0969926   4.0084188   3.5232674   3.2157064
## 88     BAX   0.74884054   0.6592289   2.1533543   3.3608962   3.7011954
## 89     BBY   3.14631583   6.2032349   7.0771818   6.2963422   5.7532408
## 90      BC   3.47684192   3.8681553   4.4861642   6.8652526   6.9668939
## 91     BDX   4.69338568   4.8696497   4.3155987   5.3262764   5.0938630
## 92     BEN   0.50806958   0.5376786   0.8020077   1.6118337   1.9146428
## 93    BERY   1.72947563   1.4322324   1.5987772   1.6997396   1.5768941
## 94    BFAM   5.35228194   4.1877875   4.2120243   4.0487098   4.4533977
## 95      BG   2.55956649   2.7869107   3.0448109   2.9382162   5.3146520
## 96    BIIB   3.91467598   5.1789945   8.5213038  12.2992261  11.0965440
## 97    BILL   2.45520294   2.2363864   4.6684179   5.8368644   6.5043729
## 98     BIO  13.38493777   9.9151488   9.5783973  19.9708471  25.5938003
## 99      BJ   1.53291979   2.3516880   5.5569395   6.0154491   6.1820457
## 100    BKR   0.96791513   1.3539140   1.1774120   1.0887469   1.3689122
## 101    BLD  25.40747887  19.4842379  16.8386412  19.4267171  18.2447703
## 102   BLDR   8.71645498  10.9406435  18.1058764  22.6815838  24.3211439
## 103    BLK  18.36388068  20.1217364  20.9586615  23.3444388  24.8060916
## 104   BMRN   1.43447616   3.6304558   3.6698358   4.5779215   4.2659566
## 105    BMY   0.68012361   0.7212403   1.8927845   3.8488296   4.4752720
## 106     BR   3.39151260   3.4883621   3.8066140   3.9914533   3.8236570
## 107   BRKR   1.91044100   4.6766589   6.6040576  10.0246551  11.2658400
## 108    BRO   1.52975238   1.6699523   3.4207903   3.7872072   3.5280977
## 109   BROS   1.30874066   2.5598938   4.7759915   4.6026670   4.4175394
## 110    BRX   0.64129160   0.6609055   0.5915261   0.6372245   0.5786404
## 111    BSX   0.61838301   0.9012224   1.9491639   3.5567450   4.1178206
## 112    BSY   1.02675988   1.6385309   2.4193033   2.3163330   2.2251522
## 113   BURL   6.33498575  17.5152381  25.3889268  24.7057539  22.3667811
## 114    BWA   0.85844822   1.4487271   1.8989763   1.7427543   1.8546783
## 115   BWXT   2.67976998   3.7337596   3.7226907   4.2851534   5.0973991
## 116    BXP   2.96650430   2.8462911   2.4328948   2.3558257   2.2127296
## 117    BYD   1.60420505   1.8105893   2.5450943   5.1778659   5.2240579
## 118   CACI   5.35162703   6.1385990  11.8318360  25.0734883  27.0059763
## 119    CAG   0.31360681   0.7322136   1.0197575   0.9529026   1.1187849
## 120   CARR   1.99898416   1.7297272   2.4662917   3.9628793   4.0122002
## 121   CASY   6.75869716  22.6436827  24.2517612  25.7514321  26.9102005
## 122    CAT   8.33760457  10.0547709  12.4494502  15.8097080  14.8748686
## 123     CB   4.57232302   4.3722806   7.0128229   7.4464499   6.9851102
## 124   CBOE   1.81717452   4.2791377   5.3710078   5.0774941   6.1927812
## 125   CBRE   3.10031378   2.6792506   2.4545705   3.4747358   3.6361169
## 126     CC   0.86028116   1.4543626   2.0932872   1.9868106   2.2219840
## 127   CCCS   0.17205324   0.2382900   0.3387081   0.3595810   0.4212185
## 128    CCI   2.87527552   2.3695056   2.8176901   3.1168873   4.4177336
## 129    CCK   2.39694072   4.0433208   3.9482329   3.5966098   3.4144942
## 130    CCL   0.93628719   1.1763607   1.3810128   1.3551391   1.2337596
## 131   CDNS   4.91954686  11.8164869  14.7856722  13.9679155  13.5722822
## 132    CDW   7.17528096   5.6957478   7.4823055  11.8964414  12.5816587
## 133     CE   4.19516015   6.9748704   9.2771589  10.5190463  10.0209753
## 134    CEG   6.57142891   7.8479957  12.0489864  14.5476584  18.7896586
## 135   CELH   2.80204900  12.5894050  13.0830998  12.1750710  12.6212626
## 136   CERT   0.85300258   1.4075812   1.4006707   1.4794522   1.6053341
## 137     CF   2.28434393   3.3651205   3.1249204   3.7248566   4.2538673
## 138   CFLT   1.36852548   1.7970814   1.9201754   1.7794696   2.2487548
## 139   CGNX   1.99216804   2.3068481   2.8861061   3.4732546   3.5395007
## 140    CHD   2.22417973   2.0144553   1.6714355   2.1744369   2.3577213
## 141   CHDN   1.99963655   3.9040777   4.5371327   7.0657107   9.0861698
## 142    CHE   5.12149506   7.5134321  18.2680025  34.7304266  41.9551850
## 143    CHK   0.70948071   3.1280818   3.1702328   2.8352111   3.1692248
## 144   CHRD   3.24652427   5.5670011   5.5233857   5.5687427   7.4953061
## 145   CHRW   1.09453627   1.6237826   5.3361699   7.0404529   6.9303628
## 146   CHTR  12.59264219  14.3825829  15.5830132  15.1971762  14.7625281
## 147     CI   6.41146334   5.2971017   8.2694147  10.5243219  10.0231105
## 148   CIEN   1.16111901   1.2121359   1.3104473   1.6087365   3.5709676
## 149   CINF   3.08385263   2.9737198   2.7144745   2.8682473   2.9208228
## 150   CIVI   1.48701074   1.9595141   2.7996726   2.7743997   3.0317214
## 151     CL   0.88353310   2.1744976   2.4887778   3.8769410   4.0873309
## 152    CLF   0.54090834   0.8703863   1.1540806   2.5874436   2.5930335
## 153    CLH   3.86190155   5.8382901   9.9774512  12.0008256  14.2313311
## 154   CLVT   0.16810429   0.1884518   0.5498274   0.7390270   0.7419826
## 155    CLX   1.70470890   2.4104912   5.0087317   5.9147063   7.3948470
## 156  CMCSA   0.65182929   0.7142276   0.7363406   1.2418892   1.7156540
## 157    CME   1.33482584   5.1982922   6.6203680   6.7959013   7.6783054
## 158    CMG   3.40927179   2.7245137   2.4282310   2.8282636   3.7628077
## 159    CMI   8.14869749   6.9678788   7.9885675   9.2647181  10.0274757
## 160    CMS   0.83262359   1.2392240   1.3637739   1.6186526   1.6821647
## 161    CNA   1.08443775   1.0438812   1.0222459   1.0651749   1.0180549
## 162    CNC   0.95957974   3.3174236   4.2868274   4.0393426   4.2904749
## 163    CNH   0.28887459   0.3626625   0.5935352   0.8807745   0.8491250
## 164    CNM   1.53639348   4.0976972   4.7988493   4.3772648   4.4664767
## 165    CNP   0.81904009   0.6872723   0.7616660   1.1645453   1.2422872
## 166   CNXC   4.29794548   3.5313828   3.8642526   3.8809617   4.7132016
## 167   COHR   2.96604833   6.7434667   8.6653901   8.5564595   7.7134340
## 168   COIN  10.08415582  12.6103134  14.6965969  16.7452775  18.2341217
## 169   COLD   0.90365114   0.8003454   1.6819404   1.6023334   1.4592553
## 170   COLM   2.24026042   2.8573215   2.6074063   3.2983340   3.0296940
## 171    COO   2.23198311   3.5375460   3.4742402   4.1163318   4.9707724
## 172    COP   1.60963760   2.5126181   5.5228415   7.1637376   6.9268281
## 173    COR   6.83117030   6.9970146   7.0438521   8.0931491   7.8284605
## 174   COST  14.73374674  24.3878465  49.3353129  59.8496505  57.3297560
## 175   COTY   0.18513775   0.2429981   0.6220071   0.6572518   0.9475746
## 176   CPAY   9.67354139   9.9239422  16.8309177  18.9529238  17.9794252
## 177    CPB   0.54142493   1.0536938   0.9915706   1.1043470   1.3326421
## 178   CPNG   0.32344106   0.7173675   0.7924545   1.5450935   1.8716881
## 179   CPRI   1.45646017   1.2608286   1.5432697   3.9221512   5.3252566
## 180    CPT   0.87702093   2.9906330   3.7105777   5.0494151   5.4826873
## 181    CRH   2.88964268   2.8302440   2.9472052   3.5231529   3.6000674
## 182    CRI   1.42341635   2.3287134   3.0285166   5.4267408   7.3867151
## 183    CRL   6.74858023   6.2911991  11.3307855  18.2599543  22.4900816
## 184    CRM   8.11837221  15.6620395  18.4954793  22.5024165  25.1827714
## 185   CROX   6.60647513   6.5524229  10.4899510  11.3781984  11.7062800
## 186   CRUS   5.50080040   8.0533247  15.8325374  17.7455699  17.3197843
## 187   CRWD   7.11883755  25.3604902  33.3740420  34.1957062  31.3876967
## 188   CSCO   0.52508336   0.6947305   0.9049918   1.1041677   1.1603064
## 189   CSGP   1.38562239   4.2050745   7.3178861   7.9581111   7.8065403
## 190    CSL  10.81533237   9.3050869  13.0116567  17.4856544  23.4237824
## 191    CSX   0.64760936   0.5836546   0.5870917   1.1353796   1.7924786
## 192   CTAS   1.81414047   3.9530520   4.4536042   4.7869789   7.2756639
## 193   CTLT   0.88443698   1.1970316   0.9935606   0.9158765   0.9039131
## 194   CTRA   0.38474342   0.5412531   0.5935100   0.5541699   0.7579721
## 195   CTSH   1.92399215   2.0366627   1.8193175   2.1729423   3.8852910
## 196   CTVA   0.90680118   1.5732884   1.9525642   1.9844289   1.7925942
## 197   CUBE   1.30674921   1.8468889   1.8669945   1.7667363   1.6293643
## 198    CUZ   0.88212040   0.7034966   0.6340688   0.6710002   0.6182671
## 199    CVS   1.65603735   2.1528616   3.5750021   6.7649284   7.9975540
## 200    CVX   1.65071861   2.0561880   3.2058592   2.9923271   3.9682291
## 201     CW   4.19424875   4.8032580   8.2413696  11.3181267  14.8916733
## 202    CZR   1.04327126   2.1185818   1.8334774   2.7808462   2.9132205
## 203      D   1.02774773   1.5765952   1.4271964   1.8201847   2.1373530
## 204    DAL   1.90810555   2.2353297   2.3795608   2.4028928   3.2802891
## 205    DAR   0.95281360   2.0702016   3.5555061   3.7918979   3.6213767
## 206   DASH   2.54916641   2.5367173   6.4638056  11.1589833  11.2060092
## 207    DAY   1.84163742   3.4412165   5.0724249   5.6844034   6.8830278
## 208     DD   0.86509187   0.9186725   2.2814316   2.7271928   3.6346981
## 209   DDOG   5.90375900   7.4827308   6.7205860   6.0647756   5.7260563
## 210     DE   9.61399554   8.3402591  16.0329611  17.3956965  16.9478170
## 211   DECK   6.23642712  11.1147017  14.3350281  14.3780672  12.8841603
## 212     DG   1.95324161   5.5617776   6.3495873   9.6400745  10.4818558
## 213    DGX   3.43329780   2.7280127   2.8667611   4.9887107   6.2150462
## 214    DHI   7.26164298   5.4104831   5.3895619   6.7542384   6.8424456
## 215    DHR   6.08649064   8.6574497   8.1665849   8.7222807   7.8551422
## 216   DINO   2.31829583   2.3639452   2.5523472   3.4442169   3.3515906
## 217    DIS   2.07710997   2.0196101   4.9588365   7.4636438   7.1861575
## 218   DKNG   2.10069973   2.2688600   3.0043743   3.3943601   3.3022928
## 219    DKS  12.27325266  13.5901515  12.9534230  12.1300167  14.7944004
## 220    DLB   0.59593345   0.8314783   1.5652609   1.7612021   1.8840489
## 221    DLR   4.56452010   5.3786556   5.7886914   5.9864545   5.7068475
## 222   DLTR   1.54996582   4.7269569   6.3816424   8.8880861  12.8732996
## 223    DNB   0.33666352   0.3827868   0.5227002   0.4760207   0.5040776
## 224    DOC   0.52071824   0.4450435   0.5667960   0.7723120   1.1037752
## 225   DOCS   0.64493388   0.9273612   2.0858796   1.8897995   1.7942976
## 226   DOCU   1.83600305   2.4427801   3.0412509   3.0006259   2.9323675
## 227    DOV   4.07022258   3.4857699   3.6632213   4.8356531   5.6107967
## 228    DOW   0.99600207   1.7969998   2.0135014   2.0013012   1.8179686
## 229    DOX   1.50704984   1.8807424   3.1148197   4.1846064   5.3088927
## 230    DRI   4.80918872   3.6159653   3.8034985   5.3585198   8.9758153
## 231     DT   0.72793788   1.4201671   1.4169359   1.3153299   1.4074434
## 232    DTE   1.86420626   1.9942935   2.1507024   2.9643280   2.9219713
## 233    DTM   0.68546261   2.0080774   2.9165939   3.4260774   4.5973575
## 234    DUK   2.22926684   1.8163274   2.1442702   3.4115728   4.1320706
## 235   DUOL   8.02506666   8.9001490  18.4175807  17.3604965  17.9987788
## 236     DV   0.49165141   0.6931135   4.4937040   6.2362720   6.8069578
## 237    DVA   2.28993683   3.4041854   3.6304423   4.6502822   4.8816382
## 238    DVN   0.83616164   0.9704977   1.9399755   2.3880896   2.6115635
## 239    DXC   0.43539728   1.5044946   1.6501721   1.7971501   1.8161618
## 240   DXCM   2.12951530   5.6141794   7.8647701   9.8088691   9.5230572
## 241     EA   2.95884638   4.1136183   5.9105979   5.6829256   5.3155814
## 242   EBAY   0.74749589   0.7520038   1.4515265   1.4511537   1.8241721
## 243    ECL   3.36232976   5.1193297   7.2284610   8.1929632   7.9476650
## 244     ED   1.06980477   2.0123564   2.6527341   2.8243162   2.9723698
## 245   EEFT   3.12043308   4.9493716   4.9100812   4.7238712   4.2695888
## 246    EFX   8.22131904   7.5879212   9.3178799  11.8078559  14.4168569
## 247    EGP   6.73962998   7.0323917   7.1275338   7.2016552   7.6544416
## 248    EHC   0.82969401   0.8347920   1.1896167   2.2790060   3.9393250
## 249    EIX   1.28604098   1.6341719   1.7745594   2.4079725   2.8467771
## 250     EL   4.72348269   8.6649884  13.1280810  14.9902798  15.7083876
## 251   ELAN   2.04021198   1.9635779   2.0434094   1.9151338   1.7128070
## 252    ELF   6.67846244  13.6240906  18.4709743  18.2314988  18.6136910
## 253    ELS   1.43476170   1.7597545   1.7374519   1.6102992   1.7647547
## 254    ELV   5.99189665   9.4551961   8.3891636  13.5941017  15.3966055
## 255    EME   9.72921207  10.6221558  13.2614270  16.4523791  23.9842093
## 256    EMN   1.78660098   2.1889247   2.2711686   2.1828978   4.2960270
## 257    EMR   3.31063408   2.9811981   3.0999841   2.9363572   2.7957380
## 258   ENOV   0.66069752   2.2703597   3.8459322   5.7901822   6.4758172
## 259   ENPH   7.20058989  12.3258368  10.3689316   9.2965943   9.1369289
## 260   ENTG   4.66773642   5.3400763   5.0836692   5.3077356   5.2804802
## 261    EOG   3.04785094   3.4821947   4.7523665   5.0856125   5.9941345
## 262   EPAM   7.99136228   7.5140711  24.8314753  36.5996279  48.5707541
## 263    EPR   0.96795496   1.0139569   0.9402217   0.9579865   0.8814490
## 264    EQH   0.85120171   0.7702262   1.4122835   1.9084560   2.5976344
## 265   EQIX  21.65504944  16.4456197  29.2614808  29.1422043  51.9392943
## 266    EQR   0.50084213   1.6512106   1.5944904   2.5352367   2.7974231
## 267    EQT   0.72862608   1.8890471   1.7204365   1.9079111   2.2833853
## 268     ES   1.09600823   1.2286452   1.4152923   1.3469651   1.2848249
## 269   ESAB   2.79457572   4.2098311   6.3018659   6.7807612   6.2864044
## 270    ESI   0.49068991   1.7532816   1.7585633   1.5693305   1.4784069
## 271    ESS   3.18914866   8.4091994  11.2822948  15.2486428  16.4282014
## 272   ESTC   4.08083166   5.9294823   5.4151039   6.9169958   7.7773803
## 273    ETN   6.25765405   8.0813409   7.9166437   8.7440158  13.1736376
## 274    ETR   1.20371562   2.2919893   2.5899085   3.2377277   3.7283074
## 275   EVRG   0.77002544   0.8028009   1.0429343   1.3887780   1.7367026
## 276     EW   1.70097980   2.2465614   2.4604544   2.8376400   3.0077457
## 277   EXAS   2.01794183   3.2669013   7.0808827  10.5406094   9.7111577
## 278    EXC   0.36635944   1.1174263   1.3517399   1.2103262   1.1112855
## 279   EXEL   0.29326463   0.6390006   0.7997761   0.9133346   0.8909996
## 280    EXP   8.78141012   8.8627953  18.8624191  19.2137919  18.1093743
## 281   EXPD   2.91968247   3.4034987   4.7905191   4.4708545   4.0257428
## 282   EXPE   4.10509733   7.4736054   8.7920107   8.8449984   9.0845849
## 283    EXR   3.44365518   7.0468030   8.5253120   8.5154935   8.0449924
## 284      F   0.77414365   0.6847646   0.5724390   0.5769986   0.5369352
## 285    FAF   1.60004203   1.3658478   1.4880096   2.1339708   2.0051625
## 286   FANG   5.89882361   6.4561110   5.7238742   5.3632059   8.0460539
## 287   FAST   1.81003543   1.4741819   1.8950546   3.9741458   4.7331695
## 288   FBIN   3.07273794   2.6401351   3.6661779   5.4632896   6.1805117
## 289    FCN   4.90689783   4.7969798   4.8046409   5.6726575   6.0192013
## 290    FCX   1.21692530   1.6557217   1.7746023   1.8936723   4.2541933
## 291    FDS   8.36657573  13.0212734  14.3119903  14.1811642  21.9629513
## 292     FE   0.38705044   0.6106465   0.7209749   0.8946889   0.9917200
## 293   FERG   7.02370767   6.9903748   9.4780015   9.8852522   9.3902119
## 294   FFIV   3.61454094   3.5775275   4.6287487   8.4344524   9.7002284
## 295     FI   2.40003004   2.0578256   2.4328893   3.3878695   3.2390981
## 296    FIS   0.92793007   1.0553904   2.6793218   2.7090490   3.1827271
## 297   FIVE   4.89272297  12.2026065  16.3000187  21.8819484  33.0826860
## 298   FIVN   1.68056127   3.3333341   6.5886023   7.6835745   7.8422326
## 299    FIX  10.69977867  12.4955401  13.8871257  13.7034211  13.2324403
## 300    FLS   1.17688015   1.1139200   1.1655196   1.3193718   2.1339483
## 301    FMC   1.29807312   2.4720454   3.5530018   3.3396217   3.5274590
## 302    FND   9.56936074  10.7214314   9.7402415   9.6736540   9.8489269
## 303    FNF   1.73571336   1.4020301   1.3811880   1.6194850   1.4951251
## 304   FOUR   1.77223749   2.5609342   5.1025280   4.7466827   6.5933083
## 305   FOXA   0.76575899   0.8626904   1.2446064   1.5871361   2.0117584
## 306     FR   1.52228618   1.4125070   1.2788565   2.0507732   2.4594454
## 307   FRPT   3.16707886   2.7726758   8.5557861   9.6759085   9.6723724
## 308    FRT   2.72183342   2.4822416   2.1370640   2.2205351   2.1396328
## 309   FSLR  16.76733132  24.8739875  38.1126737  41.3211264  44.7558673
## 310    FTI   0.92660423   1.0079658   0.9092633   0.8511058   1.4881694
## 311   FTNT   0.95613372   0.9839682   1.8771277   3.5240124   4.4282509
## 312    FTV   1.66375133   1.5184244   1.9676130   4.0542287   4.9606598
## 313   FYBR   0.92567260   0.7618866   1.2024560   1.4642938   1.4019131
## 314      G   0.68318549   0.8773257   1.0716534   1.0341927   1.1570258
## 315    GAP   0.80774819   2.0874283   2.2162506   2.2621239   2.5345736
## 316     GD   6.21028671   5.7452275   5.5609374   5.7215428   8.5863621
## 317     GE   2.18816637   2.7189302   2.8933761   6.9912033  12.8256010
## 318    GEN   0.55850486   0.4811183   1.9396200   1.9755706   1.8666709
## 319    GFS   1.72260412   2.2233044   2.4150280   2.3682663   2.3854861
## 320    GGG   1.55895584   1.5163870   2.4601629   4.8322160   5.6099858
## 321   GILD   1.91322814   2.8441138   2.4294368   2.6272890   3.2545384
## 322    GIS   1.77987509   2.2529919   2.8847786   2.6403626   2.6594601
## 323     GL   2.07839980   2.0592803   3.2587165  13.3692890  19.4286792
## 324   GLOB  10.51243073  12.6522495  11.9177219  14.2549683  19.2570676
## 325   GLPI   1.72674488   1.4495815   1.4447975   1.4625646   1.3279481
## 326    GLW   3.07085227   3.1427503   3.8374973   4.0584084   3.8714082
## 327     GM   1.17351939   1.7740688   1.5677441   1.7301582   2.4996700
## 328    GME   1.23383588   4.4606277   7.6405396   8.4464658   7.8970098
## 329   GMED   1.64961616   1.8017628   6.6330527   7.6684494   7.4729913
## 330   GNRC   7.60297764   6.8261340   6.6020523   7.5772201  12.0686299
## 331   GNTX   0.49885192   0.4820812   0.4918871   0.7380188   0.9850400
## 332     GO   0.51391288   0.6677371   2.0095147   2.7797011   2.8429505
## 333   GOOG   4.45278469   5.6382391   7.9247794  11.6014983  16.3482044
## 334  GOOGL   4.37861194   5.6295270   8.0154462  11.5875572  16.1961017
## 335    GPC   3.59875955   4.3727812   8.5237231   8.2028435   7.6011764
## 336    GPK   0.85538664   0.7945113   0.7563557   0.8566524   0.9109750
## 337    GPN   2.21944236   3.4005367   9.3611988  12.9243292  14.4736921
## 338   GRMN   3.75834153   3.0699504   7.3703544  10.0668995  11.0989799
## 339   GTES   0.43984707   0.7542078   0.7570882   0.7531443   0.8935071
## 340   GTLB   3.60488978   4.4882071   4.7611113   4.8601886   6.5147272
## 341   GWRE   1.97260019   9.3139658  10.6955943  11.0135035  10.2944464
## 342    GWW  19.92115297  23.6130224  23.9333743  35.2921813  37.8115269
## 343    GXO   2.20367286   1.7930175   1.8130034   1.7564821   1.6368241
## 344      H   3.57327893   3.5633329   3.0289746   4.0458785   4.3492644
## 345    HAL   0.78981591   1.1794972   1.7974233   2.4230485   2.2449570
## 346    HAS   1.89290339   1.7203461   1.9603186   2.6567509   3.7338938
## 347   HAYW   0.58418238   0.8358850   0.8680524   0.8748580   0.8427303
## 348    HCA  10.98957597  10.0831391  11.0634713  10.8446651  10.1614556
## 349     HD  10.20956762  11.4164018   9.7037095  13.0787503  18.1594099
## 350    HEI   2.25713205   4.8284953   7.9215675  13.7122230  15.4029086
## 351    HES   1.81718699   2.5308508   5.4144944   4.9539812   5.0222711
## 352    HHH   2.78863755   2.0513881   1.8066471   2.6011452   3.9733775
## 353    HIG   1.72384968   1.4707701   1.9159004   2.0596526   2.3413826
## 354    HII   5.59234125   5.0870730   9.6660786  14.7721042  18.2358497
## 355    HIW   0.97778983   0.9627671   0.8504089   1.1002334   1.1419236
## 356    HOG   1.21075015   1.2438840   1.5014944   3.2889464   3.4279854
## 357   HOLX   2.04058912   1.6652870   1.6674209   1.8214216   1.6813560
## 358    HON   1.87970418   5.5717752   7.8024943   8.1344042   7.5647647
## 359    HPE   0.33245742   1.4165116   1.8725968   1.7760717   1.8080634
## 360     HR   0.59934425   0.5825891   1.0107118   1.3048181   1.4595918
## 361    HRB   0.96491290   1.9919882   2.5967438   2.9640126   2.8271693
## 362    HRL   0.38002585   1.6942869   2.4359391   2.2466073   2.0618132
## 363   HSIC   1.27583649   2.5553499   3.3207081   3.3175124   3.6982162
## 364    HST   0.27317184   0.2349107   0.3945734   0.8566609   1.0782387
## 365    HSY   2.44170806   7.0120070   8.1180775   7.6412347   7.1588427
## 366   HUBB   7.57894296  11.7053197  13.3708112  15.5999499  15.1784856
## 367   HUBS  44.45651439  41.4443743  39.2535536  42.3938029  38.4093502
## 368    HUM  12.25588360  12.1706885  21.5619020  23.0830754  20.7094309
## 369    HUN   0.59642643   0.9273893   0.9332448   1.0230366   1.0630070
## 370    HWM   1.04249335   2.4686809   5.5140528   7.7851289   7.8346478
## 371    HXL   1.75837971   2.5827380   3.3400872   3.7619188   4.3839357
## 372    IAC   1.23664240   1.5183757   3.3807276   3.1466409   3.1443232
## 373    IBM   4.15474654   4.8760461   5.2775287   7.6393124   9.4261803
## 374    ICE   4.33267787   4.5723155   4.8053220   4.4743439   4.0560527
## 375    IDA   1.11391943   1.6025114   2.2294298   2.4502952   2.9192647
## 376   IDXX   7.86937484  11.7454398  16.7847868  18.4382327  27.0593615
## 377    IEX   4.63574359   6.1184631  10.2628121  14.2613443  15.6316246
## 378    IFF   1.28121666   1.2642902   4.3462398   5.8242916   7.4601888
## 379   ILMN   5.74648600   5.4298357   6.4401656   8.9734108  11.1502742
## 380   INCY   2.13473350   2.3105332   3.6793495   3.5924348   3.2998481
## 381   INFA   1.37919829   1.1023043   1.1398761   2.9751299   2.8942562
## 382   INGR   1.21557976   1.4459967   1.9219855   2.1986010   2.0054946
## 383   INSP  10.88300510  12.4097020  37.4247223  40.6239597  36.5677743
## 384   INTC   1.73045364   1.4543521   1.4480477   3.7253397   5.2603983
## 385   INVH   0.38034596   0.6873930   0.6740388   0.7796452   0.7577226
## 386   IONS   2.51413111   4.1852240   3.6612789   3.2372621   3.0499791
## 387     IP   1.63446361   1.3861892   3.9841226   4.0745146   4.1283881
## 388    IPG   0.59411163   0.9664355   0.9585916   0.9944185   1.1087126
## 389   IPGP   2.75853636   2.1902660   2.4002324   2.4182742   2.3988275
## 390    IQV   6.87984372   6.8605971   9.1857708  11.5785885  15.1041218
## 391     IR   3.06842822   2.8036663   2.5411030   2.4432246   2.3237399
## 392   IRDM   0.63727589   1.7264870   2.0257856   2.1794262   2.0205798
## 393    IRM   3.43218601   5.7440710   6.4521075   6.4954975   6.0565634
## 394   ISRG   5.05631036  16.4812676  24.9453986  24.9250325  23.0497062
## 395     IT   5.19017782  10.8713369  11.1037564  15.3060832  17.0244714
## 396   ITCI   3.84477821   4.1388767   3.8881468   3.8669783   3.7619783
## 397    ITT   4.25161254   4.0521079   4.3987049   4.2864453   4.2512681
## 398    ITW   5.26692152   4.4284680   5.3956758   8.8977212  10.1505945
## 399    IVZ   0.52002977   0.4501960   0.5892687   0.6523998   0.5891055
## 400      J   3.33332772   2.6990378   3.2653442   4.3548221   4.7065319
## 401   JAZZ   3.15299278   3.4051257   3.3160482   4.3966034   6.3816958
## 402   JBHT   5.34986887   3.9595957   4.7366563  12.8418828  17.0914074
## 403    JBL   4.36141481   4.5010807   3.9428488   8.6286691  12.3202525
## 404    JCI   1.66887441   2.1805687   3.1236245   3.1141874   3.7273611
## 405    JHG   0.80214038   0.8907969   1.2162898   1.3646633   1.3861887
## 406   JKHY   2.17333915   2.6544510   2.5713784   3.0724481   3.6813748
## 407    JLL   9.75896840   8.7409004  11.0945481  12.1280869  11.4461313
## 408    JNJ   1.72403771   2.0110287   2.2785746   3.1381948   4.8421584
## 409   JNPR   0.66252742   0.8855953   0.9288614   0.9796504   0.9951781
## 410    JWN   0.84647120   0.7117508   1.1088106   1.4087343   1.6129940
## 411      K   0.73355363   1.5171989   1.7799031   1.9581402   2.4660033
## 412    KBR   1.01926552   1.1264378   1.2688732   1.4321263   2.0285224
## 413     KD   0.59330503   0.7231780   2.5997648   2.9528686   2.7919398
## 414    KDP   0.84808211   0.7632106   0.7044026   1.3962791   1.9904500
## 415   KEYS   3.78857918   3.7571465   6.8797857   7.9884487   7.8860255
## 416    KHC   0.38876618   1.2466611   1.8680175   1.8841101   1.6948501
## 417    KIM   0.72374481   0.6992823   0.6190386   0.6717302   0.6179924
## 418   KLAC  25.74236960  39.3049379  63.0583073  70.2017187  66.9915075
## 419    KMB   1.42965236   4.0431457   3.4637009   5.4471986   6.5144170
## 420    KMI   0.18022460   0.3357247   0.5630162   0.7939641   0.9681723
## 421   KMPR   1.36951909   1.2355711   1.2353707   1.6836561   1.5663884
## 422    KMX   4.04197389   3.7512399   3.4066067   5.3791730   5.9002034
## 423   KNSL   7.61294220   6.1031464  18.2960644  40.9140701  58.3070511
## 424    KNX   1.16721757   1.3089676   1.2924870   2.1656681   3.0385750
## 425     KO   0.56605044   0.7861509   0.8939938   1.7457383   1.8339565
## 426     KR   1.29313915   1.2145784   1.9025955   2.2413662   2.4828794
## 427    KRC   1.72513142   1.3547113   1.3280469   1.3660297   1.5239420
## 428    KSS   0.82276026   1.4666583   1.4249334   1.7311249   1.8168528
## 429      L   1.25137490   1.1158782   1.2117505   1.3393161   1.2855956
## 430    LAD   8.33467627   7.5313462   8.1114228  12.7458477  16.5788377
## 431   LAMR   1.33299222   1.6894677   2.0264875   2.7174242   2.9444417
## 432  LBTYA   0.58538295   0.7586150   0.7514442   0.6901628   0.6386558
## 433  LBTYK   0.56674970   0.7560157   0.7255964   0.6532269   0.6439808
## 434   LCID   0.51617691   0.3853686   0.3359752   0.3149353   0.3108757
## 435   LDOS   1.97703149   2.2681821   5.2449345   8.9117040   9.4638179
## 436    LEA   2.54975911   4.3879769   6.4899773   8.8679954   9.6303497
## 437   LECO   6.74130017  10.2404563  19.3294182  24.2502608  26.5118174
## 438    LEG   0.58922251   0.6076138   2.0687989   3.0849951   3.5407361
## 439    LEN   7.12611988   6.1941597   6.4681948   6.8209508   6.5775261
## 440   LFUS   7.41268696   6.2361188   9.9867256  12.3826056  12.4695115
## 441     LH   3.62547748   5.1232161   5.2057963   5.7866006   6.7429172
## 442    LHX   4.60445885   4.6891224   6.4328976   8.9343655   8.2810102
## 443    LII  12.46258151  25.5256951  31.6690660  32.2940416  30.7384402
## 444    LIN   4.70852494   4.7124519   5.9477390  10.6232991  13.4334292
## 445   LITE   4.04064690   4.8682123   4.7896594   4.4370626   4.0822715
## 446    LKQ   1.09193396   1.0388364   1.1820575   3.6020079   4.2528873
## 447    LLY  21.22056804  46.3975926  68.0293707  68.0818864  64.3054573
## 448    LMT   3.27725840   4.5354479   4.1876455   6.8424986  13.2126598
## 449    LNC   0.75364189   0.7818435   1.6651212   1.7343713   2.0999740
## 450    LNG   5.04189980   8.2286887   7.5828537   6.9900236   6.6763500
## 451    LNT   1.30418017   1.2081648   1.1104533   1.4491084   1.5965230
## 452    LNW   2.46356847   4.8557273   5.2152024   5.3311871   5.1582143
## 453   LOPE   4.70978498   4.0031768   5.5635940   6.1088565   5.7907559
## 454   LPLA  10.55995294   8.5175696   8.2658587   9.0778485   8.4064501
## 455    LPX   2.79993858   4.2864821   6.5814123   6.7692406   6.6788818
## 456   LRCX  23.89812486  58.1290962  73.4583017  67.9613559  62.4917484
## 457   LSCC   1.99462386   6.5872505   6.6207498   7.0277784   7.5246448
## 458   LSTR   3.66222157   2.9798088   3.6891229   5.0267358   5.1614252
## 459   LULU   9.36674787   9.8221349  24.7882948  28.9754386  57.7915090
## 460    LUV   0.56694173   0.8523196   0.9213442   0.9233506   2.0561796
## 461    LVS   1.28818142   1.2268600   1.5706660   3.1801371   3.5967397
## 462     LW   2.88244353   3.3874743   2.8474155   6.3040076   8.7499025
## 463    LYB   1.21486723   1.3188841   2.1360194   2.7278424   2.5157305
## 464   LYFT   0.28648918   1.0709175   1.4444645   1.8703374   1.9212785
## 465    LYV   2.69742948   3.2139344   3.3477851   4.9786531   5.3478149
## 466      M   0.79734365   0.7682127   0.6846941   0.6503047   0.8929850
## 467     MA   6.50337375   5.5929215   7.1098572  11.2774997  13.3955848
## 468    MAA   1.41899938   3.6336205   4.2204514   5.3974049   5.4257084
## 469    MAN   1.82518448   1.8320954   2.3934624   2.3245299   2.1132518
## 470   MANH   4.27418858  10.9163847  12.9637581  12.9337233  14.9342667
## 471    MAS   2.56726886   2.0336599   2.0848779   3.4528236   3.8758142
## 472   MASI  10.26814389   8.6743206   8.8586055  10.1944158   9.2411884
## 473    MAT   0.47422704   0.6246548   0.9038647   1.0196507   1.1417852
## 474   MCHP   1.90691324   2.7045522   2.6810393   3.7534277   3.8869118
## 475    MCO  10.40277115  14.6707442  19.9239476  20.6058035  19.8139782
## 476    MDB  15.00487542  44.0922425  62.3885939  59.1381603  64.1365389
## 477   MDLZ   0.83018298   1.2670060   2.1523754   1.9893878   2.1937753
## 478    MDT   1.23812916   2.1385518   2.1893741   2.4218396   2.3401279
## 479    MDU   0.41541054   0.4254738   0.4010915   0.5420210   1.2198978
## 480   MEDP  16.98561985  16.4850922  14.4098976  14.1170228  12.9139411
## 481    MET   1.69549529   1.5483687   1.5025764   1.5658103   1.5234148
## 482   META  14.32881595  19.7261360  25.7562216  24.4255941  22.2395914
## 483    MGM   1.70291686   2.2052801   1.8685513   2.3940295   2.1979680
## 484    MHK   7.34987148   5.6113656   5.1016779   6.0311935   5.7390913
## 485   MIDD   3.89874563   3.4575981   7.3431174  11.1746653  12.5627212
## 486    MKC   1.61694063   1.7701574   2.8156118   2.8392828   3.0926549
## 487    MKL  18.95065009  29.4034259  55.2758563  67.6385654  64.3010542
## 488   MKSI   5.34067665   5.0141996   7.2105786   7.6649331   7.1334338
## 489   MKTX   8.71648223   8.1517262   7.3558777   8.6465378   8.9542691
## 490    MLM  12.24612231  15.2449449  24.2236267  26.2963368  25.5776595
## 491    MMC   2.76446650   3.9001553   5.3725118   5.6417714   5.1987128
## 492    MMM   1.08222137   1.5591611   3.4041022   4.9330706   8.0089678
## 493   MNST   0.64451198   1.4245367   2.0767219   2.6441066   3.5521719
## 494    MOH   8.15362186  14.6072522  23.1858287  33.8850904  40.7364285
## 495   MORN   6.27468271   6.4821014   6.3282972   7.6030923   7.5908890
## 496    MOS   0.97417720   1.3133971   1.2438934   1.5692654   1.5530528
## 497     MP   0.96901046   1.4149108   1.5430949   1.4656047   1.4097564
## 498    MPC   4.42495885   4.1007749   8.2183770  15.0273490  14.2689568
## 499   MPWR  22.96697799  44.9260210  65.3443323  75.9018994  70.2532978
## 500    MRK   2.51050111   2.2998497   2.0488908   2.2166320   3.0497966
## 501   MRNA   7.66515556  15.5661077  15.8671944  17.8911323  18.5610155
## 502    MRO   0.43774311   0.8967892   0.9795988   1.0290688   1.4251765
## 503   MRVL   2.40132995   2.9516638   3.3328671   3.3794093   4.0631585
## 504    MSA   3.94934201   6.6429252   5.9066720   5.7533670   5.2483203
## 505   MSFT   6.87746340  15.6976316  20.8459134  19.3788200  18.4052086
## 506    MSI   3.36220779  11.2676451  16.3942566  17.5916157  19.1275270
## 507    MSM   1.92428856   4.1123956   5.8639612   6.2382655   6.9236551
## 508   MSTR  11.06221518  12.9818102  17.4275548  18.5639866  20.9765277
## 509   MTDR   2.12540299   2.1206746   2.6218275   3.5956865   3.4862056
## 510    MTG   0.61174905   0.6634678   0.6342206   0.7778718   0.8067231
## 511    MTN   2.73702275   6.8191600   9.5944018  17.2573839  18.4667060
## 512   MTSI   4.06435663   5.3794567   5.1028211   5.5360632   6.8303209
## 513    MTZ   3.52167730   3.2900412   7.3157499   9.2996881  10.5684735
## 514     MU   6.34604268   6.5627840   9.8079555   9.6690573  15.1247779
## 515   MUSA  12.21592133  17.7278280  25.2936610  25.6181038  25.1582547
## 516   NBIX   5.53158799   4.5950976   4.0144433   3.8944015   3.8724102
## 517   NCLH   0.93713427   1.0562861   1.2837795   1.4190670   1.4937301
## 518   NCNO   0.37938864   0.6630502   0.7557426   1.6495203   1.6357608
## 519   NDAQ   1.27158386   1.3630871   1.2293537   1.3002700   1.6556077
## 520   NDSN   4.44848073   4.9055338  17.7894157  18.6134908  17.6852133
## 521    NEE   1.53593026   2.4479808   3.3391731   5.1249595   6.9728770
## 522    NEM   2.30012476   2.0784672   1.9826753   2.7432592   4.1078340
## 523    NET   2.55518692   5.6636317   6.2521804   8.7420206   9.9835317
## 524    NEU  11.28122065  11.1879331  17.0870874  34.6868734  41.9032943
## 525    NFE   0.87832424   1.9778272   2.6617863   3.2257133   3.9808915
## 526    NFG   1.01283918   0.9467607   1.0851689   1.4672707   2.2938773
## 527   NFLX  12.66832850  17.7621604  40.1120330  37.8617259  34.9144227
## 528     NI   0.56602609   0.5657482   0.5573563   0.8431750   1.0648422
## 529    NKE  10.66712089   9.6335535   8.0955148   7.1640496   7.5348652
## 530    NNN   1.10916573   1.0242561   1.0242225   1.2021971   1.1266079
## 531    NOC   3.84668612  12.9339980  19.8713650  18.0738182  16.4420123
## 532    NOV   0.48606261   0.5673155   0.5480761   0.7372347   0.8258161
## 533    NOW  21.76626175  38.8276663  34.4619299  33.0716251  31.7073932
## 534    NRG   1.67523259   2.2611220   3.4669864   4.7988738   7.8718635
## 535    NSA   1.44087050   2.7284461   2.8597590   2.6444508   2.4905761
## 536    NSC   6.19628837   5.4149170   7.6357047  11.5047429  14.3877573
## 537   NTAP   2.10628058   5.9691308  10.6703404  11.4321683  11.8970583
## 538   NTRA   2.12716129   1.9751421   6.8323718   8.5585563   9.6810440
## 539    NUE   4.16250881   6.2364118   7.9732440  15.5268540  15.4022755
## 540   NVDA   4.13545520   9.8329854  17.8588075  18.5911384  18.0624964
## 541    NVR 287.97418271 227.7012497 195.6710467 202.7246964 191.9531718
## 542   NVST   0.45024684   1.0229463   1.3181886   1.5231837   1.7363533
## 543    NVT   1.58346407   2.6018909   3.2293336   3.4336673   4.4770291
## 544    NWL   0.27461475   0.6576720   0.7402519   0.6630820   0.6117312
## 545   NWSA   0.38050474   0.5449191   1.3382884   1.3502871   1.2098985
## 546   NXST   7.63564556   7.0885599   7.2595947   6.6474011   6.1137494
## 547      O   1.31821849   1.2372723   1.1737781   1.2683052   1.3317793
## 548     OC   5.04933010   4.6659502   4.6819224   5.6677658   8.5712780
## 549   ODFL   7.97243074   7.2454981   8.8368605  18.0280176  19.7315715
## 550    OGE   0.66460824   0.6127917   0.7784716   1.1811010   1.3257097
## 551    OHI   0.71999622   1.1421272   1.3980451   1.4855366   1.4275950
## 552    OKE   1.48837605   1.7010233   1.7816560   1.9063741   2.3564838
## 553   OKTA   4.12838427   4.5175058   4.6519245   5.1078471   6.8276997
## 554   OLED   8.87626291  18.8624388  22.6390387  23.2003822  21.6982125
## 555   OLLI   1.95485885   9.3538758  10.7845304  10.8129546   9.9466243
## 556    OLN   1.41268309   2.7529913   3.3071517   3.7717927   3.6669835
## 557    OMC   1.93179929   1.9022898   2.4905066   2.3390558   2.4521179
## 558     ON   3.71329055   2.8768109   3.1211179   3.7143574   4.4910169
## 559   ONTO   7.29021800   6.8369696  15.1730060  19.9313594  20.8017016
## 560   ORCL   2.06868409   9.8833867  11.3908767  10.4260190  10.3105072
## 561    ORI   0.53819346   0.5509964   0.6014280   0.7527754   0.9253078
## 562    OSK   2.48400551   3.9230365   5.5500695   6.7137079   6.1960586
## 563    OVV   0.85820308   1.2089212   2.0397091   2.6109218   2.4182363
## 564    OWL   0.33225525   0.7268542   0.6770140   0.6630373   0.6458721
## 565    OXY   0.78890568   1.1409092   2.0995203   2.7455261   2.6475106
## 566    PAG   4.45673594   3.6423496   4.0745504   4.2059312   3.9536354
## 567   PANW  10.12592668  16.3825516  17.1696621  21.7194699  20.7280202
## 568   PARA   0.77721618   0.8443219   0.9796740   0.9329062   0.8880735
## 569  PARAA   1.91387997   1.6866693   1.9399914   1.8467130   1.7082903
## 570   PATH   0.54251521   2.6099771   3.7620887   4.0758068   4.5171696
## 571   PAYX   3.74084849   3.2845857   3.0479536   2.8441966   2.5888574
## 572   PCAR   2.59884813   2.6806319   3.0092284   6.2617556   6.4865913
## 573    PCG   0.28593079   0.4659978   0.4993714   0.6966520   0.7738561
## 574   PCOR   2.43316497   2.2190900   2.3379171   4.7614497   5.7600490
## 575   PCTY   5.14729262  10.1251918  14.2503981  14.6228397  14.4537621
## 576    PEG   1.11979829   0.9794865   2.3251036   3.7352120   4.6309885
## 577   PEGA   1.14493361   1.3373220   1.7944698   2.1014890   2.6097265
## 578    PEN   6.63988204   7.8377374  11.6453742  14.6601424  20.8877268
## 579   PENN   0.77888377   1.6914382   1.6792605   1.4997874   1.3787232
## 580    PEP   1.90934878   4.8478742   5.8560316   5.2589992   5.3454380
## 581    PFE   0.55970644   0.6603255   1.0707700   1.2409793   1.1680509
## 582    PFG   2.68360256   2.2641671   2.2062227   2.4151672   2.3020065
## 583   PFGC   2.33264992   2.7000600   2.7181084   2.9446011   3.9452366
## 584     PG   1.64594284   1.7764307   1.9818566   4.2483092   4.1114746
## 585    PGR   2.09658002   3.2920761   3.3882130   3.3938064   6.1775792
## 586     PH  17.62297688  15.2493411  18.6712767  18.9083549  17.2551634
## 587    PHM   5.15870118   4.2888674   4.1824284   4.3174244   4.0958916
## 588    PII   2.96996418   2.6465943   3.5510365   6.4700685   6.6043294
## 589   PINC   0.22471855   0.2613442   0.8150489   1.0756685   1.1228649
## 590   PINS   1.12177855   1.2290370   3.0624951   4.2616513   4.2674334
## 591     PK   0.21565941   0.4888885   0.6606845   0.9092850   0.9248324
## 592    PKG   4.17419768   3.2469020   4.5057520   4.7227913   4.4683934
## 593    PLD   4.08123451   4.4305228   4.7836899   7.2349746   9.8618287
## 594   PLTR   1.60987525   2.4513250   2.3556475   2.1549000   2.0343424
## 595    PNR   2.64958430   2.7455369   2.9672873   2.9367409   2.8105508
## 596    PNW   1.92978944   1.4839641   1.6465662   2.3495333   3.1655136
## 597   PODD   3.84605913  10.3338843  13.2928184  13.9433529  13.6973364
## 598   POOL  15.28460283  22.7169615  24.9117884  28.2552078  31.7032418
## 599   POST   1.59147650   1.6793825   1.5967843   1.8695233   1.7251396
## 600    PPC   0.87475651   1.6093476   1.4124345   1.4133224   1.8889973
## 601    PPG   2.53131201   2.7989738   3.1679556   4.7837615   5.4192339
## 602    PPL   0.33576624   0.5333297   0.6689067   0.8549084   0.9488147
## 603     PR   0.41642575   0.4555647   0.5957735   0.7481110   0.7612048
## 604   PRGO   0.73289919   0.9745170   2.2403549   2.2408137   2.1933357
## 605    PRI   4.51926591   7.3025625   8.5148214  11.5892468  12.6927321
## 606    PRU   3.00025491   2.7306686   3.6106088   4.1315265   4.4237955
## 607    PSA   6.04699658  10.7981899  12.5747362  12.2862523  11.1499465
## 608    PSN   1.31729166   2.1785064   1.8645495   2.3190364   2.4524048
## 609   PSTG   1.56568941   2.4755644   5.5342205   5.9905998   6.2652986
## 610    PSX   2.32770576   2.4377279   5.0632398  10.0785536   9.4756198
## 611    PTC   3.91296409   4.3567314   4.0444110   4.5922420   4.8938617
## 612    PVH   3.63537015   5.7510457   4.8176136   7.7264060  11.1914423
## 613    PWR   9.93755187   9.7462775   9.0993210   9.8603317  12.0147311
## 614   PYCR   0.49308389   0.6162241   2.0909014   2.6258554   3.1449222
## 615   PYPL   0.98365691   2.5146276   2.8177225   2.7364714   2.7656186
## 616   QCOM   7.44394659   6.8299069  16.4732915  19.0374491  19.6614211
## 617   QDEL   1.74974718   5.1122212   4.8627074   4.8009319   5.0906887
## 618   QGEN   0.91701460   1.5096275   1.5613533   1.6435816   1.6033626
## 619   QRVO   4.89352165  10.0510739   9.9772786   9.0027106   8.4972102
## 620      R   4.35722331   3.5784491   3.2505647   4.8929222   5.3589767
## 621   RARE   2.18519099   1.8896538   1.8404092   3.0750395   4.0074079
## 622    RBA   1.45077606   2.6594439   2.9300420   2.7100302   2.4347019
## 623    RBC  10.21533190   9.6517632  15.5120442  15.6909512  14.1744671
## 624   RBLX   1.92160757   2.4497860   2.6923603   2.5075539   2.6728411
## 625    RCL   5.78504799   6.2760669   8.8673314  10.8223726  12.1528583
## 626    RCM   0.64154195   0.4985215   0.4489833   0.4261489   0.6867670
## 627    REG   1.05145972   1.5451523   1.7169619   1.8238301   1.6717557
## 628   REGN  20.08354656  37.5193074  55.4249908  58.2453578  52.2453960
## 629   REXR   2.18511160   1.7397428   1.6474885   2.0918480   3.0016428
## 630   REYN   0.78435328   0.7083024   0.6717100   0.5982949   0.5999953
## 631    RGA   3.25114614   3.3069216   6.9323941   9.5934459  11.5034190
## 632   RGEN   3.70811891  14.8757089  19.6551413  20.9527243  25.2012604
## 633   RGLD   5.53681007   4.8695765   4.7638402   5.0547623   8.1655661
## 634    RHI   1.19169279   1.4320286   2.9974517   4.4008242   6.0420302
## 635   RIVN   2.49561510   2.4737523   2.4534976   2.3209724   2.0865780
## 636    RKT   0.55720430   0.5088263   0.7270325   0.9321756   0.9489062
## 637     RL   5.42136127   6.3303738   8.0260635   8.7578656   8.6638717
## 638    RLI   1.64647409   2.3728289   2.8877575   3.3078153   3.3642572
## 639    RMD   9.54923238  10.4897958  11.7338798  13.6310644  13.9224310
## 640   ROIV   0.34042977   0.2995721   0.3265707   0.3693172   0.4652887
## 641    ROK   9.41895270   8.8677233   8.4127424   9.7269011  10.5084132
## 642   ROKU   3.72356810   3.0447961   2.8029235   2.9166228   3.1800135
## 643    ROL   0.55443799   1.5716659   1.9367177   2.1827038   2.0807534
## 644    ROP   3.79003326  10.4598033  16.6358222  15.2804366  13.9348108
## 645   ROST   2.10350237   5.1061630   7.3676411   6.8398203   6.7477816
## 646    RPM   2.79747308   2.4960109   2.5761060   3.2495384   3.7520466
## 647    RRC   0.51733175   1.3776680   1.4370928   1.3282559   1.7706332
## 648    RRX   6.48724685   6.6532515  11.0959838  13.3238724  14.1636064
## 649     RS   7.99089758   8.9787572   8.8563385  18.6411220  18.8320970
## 650    RSG   3.54225486   5.5445114   4.8320818   4.2641411   4.3269741
## 651    RTX   1.75847184   2.8231010   2.6091242   3.0664180   5.3876542
## 652   RVTY   2.84188142   3.1920991   3.6114295   3.7829871   3.5012629
## 653   RYAN   1.51700270   2.0272911   2.7122526   2.7881006   2.6650120
## 654    RYN   0.85932368   0.8055189   0.7047056   1.1719398   1.8110126
## 655      S   1.12462743   1.6524945   1.6913859   1.7088374   2.7657617
## 656   SAIA  15.27231223  31.3160186  39.0524343  67.9051573  75.9791368
## 657   SAIC   2.20722127   8.0659339   8.8960507   7.8623850   9.0195402
## 658    SAM   6.51418138  14.4217802  12.6032209  12.1333152  14.5075964
## 659   SCCO   3.32578699   4.8162652   5.4184220   5.2800654  11.1293886
## 660    SCI   1.46651896   1.2569335   1.4356790   1.5530466   1.7467768
## 661    SEE   0.90898220   1.6854064   2.2936090   2.5023616   2.2593876
## 662   SEIC   1.40484720   1.2709356   1.2533771   1.7914226   1.7644976
## 663    SHC   0.34496367   0.4464846   0.4276306   0.4175001   1.1944143
## 664    SHW   9.30598008   7.3588734   8.0470387  12.9108709  15.9918164
## 665   SITE   7.73237835  12.7657780  15.4443411  18.3682493  19.7886281
## 666    SJM   2.60301545   2.3461505   2.4804229   3.8306158   4.7875409
## 667    SKX   2.72439274   2.6015933   3.4012143   5.5044533   5.3333853
## 668    SLB   1.04884430   1.4414812   1.6837211   3.2268243   3.2951416
## 669   SLGN   1.18106116   1.6727725   1.7352005   1.8496258   1.8397246
## 670   SMAR   1.08793811   2.3098473   2.3627611   2.4721291   2.3288033
## 671    SNA   6.42770726   5.7703558   6.3204470  10.3422533  11.0345402
## 672   SNDR   0.81220525   0.9591131   0.9899616   0.9509615   0.8939777
## 673   SNOW   6.39129142  10.0525359  13.2841298  12.4431422  18.0498367
## 674   SNPS   8.62713301  18.2936922  28.4905041  28.6204890  26.2506368
## 675    SNX   7.48448793   8.1299532   7.0407011   7.0401384   9.2346496
## 676     SO   1.05772713   1.0343420   2.0686193   3.9233829   4.6336132
## 677    SON   2.57931950   4.7241270   4.1175327   3.5831675   3.1954517
## 678    SPB   2.76651119   3.2254204   4.3058434   4.5943500   4.4326852
## 679    SPG   1.74993370   2.4797038   3.5713961   3.9714861   3.7970326
## 680   SPGI  15.30791958  16.1499627  16.9720327  16.7842956  15.4064381
## 681   SPOT   6.63144865   7.2285430  10.7848109  14.6564480  21.2627564
## 682     SQ   2.83938259   2.4664107   4.0650372   5.9408961   6.7711531
## 683   SRCL   0.34317208   4.3411729   5.8410722   5.1836885   4.6382015
## 684    SRE   0.74659124   0.9135247   1.8424792   2.9560803   3.1242608
## 685   SRPT  11.49987958  16.8806141  14.1411488  13.3233222  12.3440771
## 686    SSD   7.24874236   6.4692117   6.4645611  11.0239948  15.5152379
## 687   SSNC   1.64423570   1.4344860   1.2840012   1.3237153   1.2576288
## 688     ST   1.43410413   1.6049276   2.3396171   2.8769071   2.9190389
## 689   STAG   1.00751260   0.9660913   0.8945218   1.0995798   1.1466658
## 690    STE   3.03898041   4.9091134   9.0456509   9.9088656  10.3809866
## 691   STLD   2.81418441   4.1089121   4.3505560   7.4218156   7.0403129
## 692    STZ   5.10685136   5.7634423   5.2520497   6.1786115   6.7707804
## 693    SUI   3.10170473   3.0550910   2.9514146   3.5232801   5.5108128
## 694    SWK   3.32242840   2.7063723   3.3313942   4.4310850   4.2192268
## 695   SWKS   4.12048712   8.3086020   7.9381702   7.2439255   6.7382021
## 696    SWN   0.08407738   0.2720760   0.3049289   0.2946409   0.2798941
## 697    SYK   4.16141905   5.2421401   6.4044032   8.0660824   9.3363076
## 698    SYY   1.56115567   1.3251794   2.1150646   2.7661756   3.3544766
## 699      T   0.30550653   0.6069508   0.7727955   0.8395916   0.8092314
## 700    TAP   0.60449362   1.2907690   3.8286845   6.1121286   6.3259774
## 701    TDC   0.54194326   0.9753889   1.7496020   2.2323331   2.3481585
## 702    TDY   5.50768825   6.9023533   8.8068708  12.9856705  16.0425432
## 703   TEAM   9.35684134   9.6423996  11.2156753  14.2783003  16.1470475
## 704   TECH   2.53354524   3.3647822   5.4529207   6.2003396   5.5879327
## 705    TER   4.91399755   5.8358765  15.0514695  19.0729901  19.7567170
## 706    TFX   8.93975940   6.9244199   6.7579402   6.9289361   7.8239293
## 707    TGT   3.18809894   3.5489274   6.8114874   9.8404107   9.8324952
## 708    THC   2.35032369   2.8495965  11.0030354  15.6154609  16.9650510
## 709    THG   2.38893333   3.4198770   4.3749301   4.0700155   3.7300299
## 710    THO   4.21054305   3.4519246   4.5186490   6.6326040   8.9088008
## 711    TJX   1.58513742   4.3346642   6.6379482   6.9159116   6.4572189
## 712    TKR   2.27772886   3.2209982   4.1247009   3.6564179   3.3187971
## 713    TMO  11.54600708  16.7859940  17.3477956  16.5303868  16.5282402
## 714   TMUS   1.81526502   5.1745492   7.4211601   7.9623210   7.5856566
## 715    TOL   5.70072081   4.8386547   5.7352598   5.6605507   5.4036743
## 716   TOST   0.75985962   1.4940506   1.6574821   1.6213553   1.4978604
## 717    TPG   1.90789394   1.6201002   1.5153852   1.5099471   1.5712600
## 718    TPL  31.03841501  80.3407775  86.9510633  83.6655606  88.1726762
## 719    TPR   1.01783946   1.0074384   1.4795888   1.8707969   2.5892584
## 720    TPX   1.86800791   1.8412016   2.1790965   2.5183906   2.7593565
## 721   TREX   4.81881471   5.6102149   6.4226821   7.2538484   7.5510534
## 722   TRGP   3.37676417   7.1183391   7.4068770   7.3180246   9.0645904
## 723   TRIP   0.18865654   0.3233642   3.2694502   4.2037798   4.4405510
## 724   TRMB   0.86082719   0.9192651   1.5523106   2.6058936   3.1017160
## 725   TROW   1.86041501   1.6407778   2.9107569   3.1449250   3.0221755
## 726    TRU   2.85350499   2.6774429   2.9366963   3.4008730   3.3828700
## 727    TRV   4.27614788   3.8284268   4.3136298   6.9953352   6.8538517
## 728   TSCO   8.98834400   8.8448212   8.4071823  12.1042564  12.4050692
## 729   TSLA  31.88193205  31.8174151  28.9849743  27.8914204  25.5342985
## 730    TSN   0.82625744   1.4218637   1.8972026   1.6949466   2.1022191
## 731     TT   6.91965301   7.7413718  11.5328169  16.6672985  19.5100295
## 732    TTC   3.10507198   6.2665930   5.1705852   4.6836799   4.3002385
## 733    TTD   1.38930486   2.5116582   5.3782704   6.3470657   6.8855606
## 734   TTEK   1.06928957   1.1130544   1.5813606   2.1274936   2.6170037
## 735   TTWO   3.01950565   4.6803796   6.8130110   6.6549953   6.4078095
## 736   TWLO   1.65848815   1.7646528   2.5888639   2.4844562   2.4306245
## 737    TXG   1.18888172   2.0107957   3.4947981   6.1134402   8.3643884
## 738    TXN   3.99815579   3.2945797   9.2380538  13.5304189  13.8253784
## 739   TXRH   2.25922396   2.1282306   4.6302476   8.3741941   9.1265892
## 740    TXT   2.23283437   1.7575116   2.1660648   3.8283570   3.7624855
## 741    TYL  15.28995231  16.3747101  20.7130865  36.1917930  36.5479442
## 742      U   0.59318699   1.3760778   3.3055201   3.9128799   4.3988531
## 743     UA   0.21612885   0.1728188   0.1493928   0.1824110   0.5648600
## 744    UAA   0.23326807   0.1912393   0.1630680   0.1925457   0.6264654
## 745    UAL   1.43797941   2.5987837   2.7629159   3.8128472   4.0828687
## 746   UBER   1.23780889   3.2512682   2.9178840   3.8987909   4.9485467
## 747    UDR   0.24816622   0.9869533   1.1520652   1.7191938   1.8231831
## 748    UGI   0.46768901   0.8079020   0.9882916   0.9280437   0.8514931
## 749   UHAL   1.58733235   1.6270312   2.4610707   2.3479127   2.1710431
## 750    UHS   4.04223148   4.5354622   7.8088794   9.2082193   8.6218891
## 751   ULTA   8.83533848   7.9473459   9.8427815  35.4236171  63.2301583
## 752    UNH  16.23829777  13.7662802  13.4919098  20.2261547  18.5675773
## 753    UNM   0.99085647   1.3114918   1.1949713   1.2857368   1.3319400
## 754    UNP   5.06196706   4.3667346   7.6815480   7.3898413   9.0045505
## 755    UPS   3.48020061   3.0762507   5.0576063   5.0389226   5.9356641
## 756    URI  29.32169931  25.9063441  27.9452284  29.6764965  28.6854211
## 757   USFD   1.26191113   1.0364222   1.3750977   1.5046388   1.4398554
## 758   UTHR   6.10719144  22.0020047  27.9203503  32.1484090  32.1299283
## 759   UWMC   0.41481203   0.3205181   0.3870276   0.4866184   0.4773241
## 760    VAC   2.30191699   3.4075938   5.9569585   6.7004036   6.1641865
## 761   VEEV   2.32872837   8.6811160  10.8593778  14.2013682  17.6990912
## 762    VFC   0.57285375   0.6829386   0.6524758   0.7687965   1.1325395
## 763   VICI   0.82368996   0.6952136   0.7376586   0.7893688   0.7160473
## 764    VLO   4.17415127   4.6088436   5.3596500   8.8641775   9.5951053
## 765    VMC   5.32959508   5.4641260   8.0193120   8.5875256   8.9334990
## 766    VMI   5.39136367   9.9497247  19.6426622  23.3136144  24.8884989
## 767    VNO   1.44785678   1.6726660   1.4811228   1.6255924   1.5091996
## 768    VNT   0.95006241   0.8711705   1.0025662   1.7929944   2.0672949
## 769   VOYA   1.16813701   1.6620063   2.0406982   2.2855880   2.4206521
## 770   VRSK   3.64666057   9.7413956  16.8697421  19.3242443  17.8794133
## 771    VRT   2.72179604   5.3988714   5.4188208   7.0361912   9.7237566
## 772   VRTX   8.83164313  14.4778349  31.5652996  34.6839031  32.5054637
## 773    VST   2.38323628   5.5420282   7.7614184  10.6258305  13.5666559
## 774    VTR   1.26942082   1.7397968   2.6436737   3.5224703   3.6628860
## 775   VTRS   0.35925208   0.2879046   0.4553009   0.5049676   0.6146097
## 776     VZ   0.58510038   0.8416034   0.8734688   0.8800169   0.8951729
## 777    WAB   3.36736926   4.3260728   4.3955334   8.4082302  10.3499143
## 778    WAT   8.62994926  18.2761572  23.1022442  22.8497239  24.1858813
## 779    WBA   2.08480424   2.0812310   2.2491108   2.4212067   2.8064644
## 780    WBD   0.21060486   0.4359552   0.4501588   0.5021458   0.5340579
## 781    WCC   7.34712933  10.7370206  10.9573011  10.4734432  10.8180456
## 782   WDAY   6.63746870  13.5325966  18.0576925  21.7727348  24.5731415
## 783    WEC   1.00840751   1.5078516   2.3260144   2.1599707   2.0636095
## 784   WELL   1.44845644   1.6059096   3.8074727   5.7382786   5.8047764
## 785    WEN   0.50507686   0.4850071   1.1885013   1.1112302   1.0026003
## 786    WEX   4.92545614   6.2909113  16.6067084  24.5390531  24.6214980
## 787   WFRD   4.97537251   5.6624916   5.2644697   5.2021804   6.4261259
## 788     WH   1.05333190   1.9905645   1.8381208   1.9600067   2.4983618
## 789    WHR   7.40148059   7.6543897   6.4672614   8.8952617   8.5097598
## 790    WLK   3.16921887   5.8766925   5.3875208   5.1177441   6.2450807
## 791     WM   2.98622963   4.7855382   4.0048924   3.7806553   3.5564368
## 792    WMB   0.31013496   0.9972521   1.5514885   1.7677317   2.2656610
## 793    WMS   7.35693886   7.5944173   7.1304543   6.7611532   6.2590875
## 794    WMT   1.02392222   1.6598221   3.7041680   3.9529066   3.8339941
## 795   WOLF   0.97439566   2.0865015   1.8370927   1.9442718   1.8980430
## 796    WPC   1.42522153   1.3127199   1.5202175   1.5421127   1.4637518
## 797    WSC   1.23352796   1.2115646   1.2663208   2.3942909   3.5941966
## 798    WSM   7.53908281   6.5997065   6.8553604   6.7785524  11.5501054
## 799    WSO  14.65054787  12.8710813  16.6622551  27.2489839  33.9838102
## 800    WST   4.57172432   6.3656805  19.3319945  26.4981545  26.7038594
## 801   WTRG   1.20209636   1.0291977   1.1544069   1.4818295   1.5287399
## 802    WTW   2.68705922   4.5690307   4.4856975   6.1515868   7.7083719
## 803     WU   0.15630403   0.1977879   0.3537749   0.4080150   0.4314724
## 804    WWD   4.76619551   4.6364471   9.7621752  13.8888250  15.8749494
## 805     WY   0.76543984   0.9101643   1.1850325   2.1594748   2.4701231
## 806      X   1.12771390   1.0593112   0.9572240   1.7255515   3.2464182
## 807    XEL   0.63227408   0.8708813   0.8819307   0.9229042   1.6774305
## 808    XOM   1.78659119   2.0940125   2.7914623   3.0368995   4.3286273
## 809    XPO   3.98526957   3.1620517   4.3405142   7.5354255   8.1452267
## 810   XRAY   0.60853820   1.2437577   1.7575966   2.5110957   2.9588558
## 811    XYL   2.74758585   3.2381958   4.0869130   5.6585122   6.0765972
## 812   YETI   1.50794046   2.0065124   2.5034966   2.2526445   2.1352017
## 813      Z   2.30293605   3.7197240   3.2959360   3.1858451   4.8638821
## 814    ZBH   0.99092465   3.9552932   5.8611789   7.6493376   7.7638000
## 815   ZBRA  11.10263964  10.2713683  11.5651497  14.7065234  15.7225413
## 816     ZG   2.30391600   3.4221797   2.9866870   2.9453280   4.4814545
## 817     ZI   0.38605526   0.4194175   1.5400005   1.7488235   1.8686485
## 818     ZM   0.97593957   2.4194724   2.4143773   2.5199827   3.6101406
## 819     ZS   9.48315674  12.5123197  10.8366307  10.2113923  15.3851078
## 820    ZTS   3.79900851   3.4587842   6.7252629   8.4608795  10.1750019
##        wk_sd_24    wk_sd_28    wk_sd_32    wk_sd_36    wk_sd_40    wk_sd_44
## 1     7.6403120   7.5864309   7.3810214   9.5990427  12.5083281  13.3739272
## 2     5.4886663   5.4526742   5.5314152   5.7819068   5.9703172   5.8416634
## 3     6.0183946   6.7232239   7.3184566   8.8457770  10.7456681  11.3748652
## 4     7.4932855   7.4959285   7.8585569   8.7406685   9.4982491   9.4950198
## 5    18.4151258  17.1444267  16.2553442  15.3613515  15.2034095  14.9590103
## 6     6.3087821   6.5325787   8.5932005  12.1149871  13.0423010  13.0392398
## 7     7.2965870   8.6565626   8.9875458  11.6437810  13.8294103  13.6074086
## 8     5.4132231   5.1631375   4.9820848   5.7866303   7.0977886   7.3258141
## 9     6.1002876   7.8097482   8.9042017   8.5650541   8.2708639   8.2431548
## 10    6.7058162   7.0504206   6.6747675   6.3264300   6.0252286   5.9226118
## 11    0.5176281   0.7615838   0.8730712   0.8319229   0.8390270   0.9451768
## 12    3.6139344   3.4174924   3.2530661   3.7373156   5.0534550   5.1972041
## 13   32.2869236  31.5106785  29.8340798  28.3503870  28.6818900  27.9395865
## 14   50.5440775  53.9581339  55.9124661  56.7264821  53.9409094  51.9779472
## 15    2.6597183   2.6222158   2.5422407   2.5358036   2.8399110   2.9291936
## 16   18.8995582  18.5494771  18.0417223  19.0284992  21.1581539  21.2785584
## 17    3.6644306   4.8163721   6.0134131   6.6173759   6.7790806   7.3186379
## 18    4.1890287   5.4224048   6.5559203   7.9708950   9.4145318   9.0287607
## 19   19.1814549  18.1185645  17.3337346  18.4957554  20.1026181  20.4728294
## 20    1.9002837   1.9717956   2.2299984   2.4272374   2.5193003   2.7289709
## 21    4.4432422   4.7240939   4.7114548   4.9785090   5.5631677   5.8059501
## 22    1.8635122   1.7601077   1.6788782   1.6526028   1.9517422   2.0388867
## 23    4.5403633   5.6731697   6.3814705   8.0041144   9.3427213   9.7656671
## 24    4.2079525   3.9783633   3.8718720   3.7851699   3.9840661   4.3613418
## 25    4.1978139   4.9107873   5.7596483   6.3526322   7.9068811   8.4251629
## 26    7.0839037   7.1182723   6.9812647   6.6153942   6.4007498   6.2382558
## 27    5.1395314   5.0947223   5.6370899   6.8252473   8.3027190   9.2563358
## 28    2.2405925   2.4018665   2.3881975   2.5490016   2.7001425   2.7382616
## 29    3.1703539   3.8169732   4.3901004   5.0660264   5.8889039   6.3980942
## 30    5.6146131   5.8401620   5.9346514   6.4940224   9.1797507  11.7627698
## 31   10.5655249  11.5377333  12.3414438  11.6898818  11.6793025  11.8125055
## 32   10.6581827  11.5102084  11.6105139  11.1573632  10.5942737  10.0871355
## 33   11.4087266  11.5172930  13.1299098  12.4718843  14.4605563  19.2585777
## 34    1.7790387   1.7960467   1.8085994   1.8183303   1.8224087   2.0252659
## 35   28.8313215  27.5193671  29.2239266  35.5960567  37.3885400  37.5585518
## 36    2.6045493   2.8563770   2.7945547   2.9206294   3.4452720   3.3308207
## 37    5.3175277   6.7745464   9.9489493  12.6232320  15.7733025  19.3882772
## 38    5.6379117   5.3869147   6.3660964   8.6675188  10.6459305  11.1475756
## 39    5.2032544   7.7889282   8.8575616   9.9604803  10.3344811  10.1421877
## 40   20.1650545  26.2309356  28.7804936  31.1274248  34.0439374  35.3354177
## 41    0.4906526   0.4587781   0.4325992   0.4365772   0.5065436   0.5046423
## 42   14.4178437  15.1895718  17.7921017  21.9908216  27.0199416  29.8708250
## 43    6.1455982   6.9027136   7.4386905   9.0556221  11.5379905  11.9629932
## 44    1.9094601   1.8169741   1.7613732   1.6685757   1.6561344   1.5825425
## 45    4.3413112   5.1784440   6.4183325   9.4352941  12.4416235  13.0833770
## 46   19.3288838  18.2780236  18.4080242  19.4456730  19.5965381  20.1486200
## 47    0.8360144   0.8218794   0.8107699   0.8105913   1.1193144   1.1840077
## 48    3.5928975   3.4247130   3.3297255   3.8562404   4.7715364   5.2173824
## 49    9.0885862  10.1024655  10.8150149  10.6048831  13.4161628  15.3704948
## 50    8.6316543  12.7019567  14.8123832  16.7344576  20.1290396  21.7541057
## 51    9.5028713  10.7669178  11.0246636  12.1661592  12.8383698  12.3877693
## 52   31.8827185  33.8028411  37.2347581  41.1845441  46.5719859  50.3824886
## 53    8.1716158   9.1060192  15.2657987  18.3003848  21.8221628  21.7267569
## 54   14.5866762  13.8018588  14.2868693  15.6359920  15.4432651  16.3164593
## 55    2.9641869   3.0905151   3.2381362   4.1256293   5.6915529   6.9646922
## 56    1.8337115   1.8603924   2.1603993   2.4989985   3.4030228   3.8931490
## 57   17.0404976  16.7987696  16.7040089  16.4495154  17.6839340  19.0373751
## 58    1.6805494   2.4812775   2.6523232   3.3012189   4.2111571   4.6720421
## 59    6.2200170   7.0918061   7.4723274   8.1755261   9.0403441   9.3545388
## 60   10.6656372  11.1519290  10.7628364  10.3443846   9.9892611  10.0300556
## 61   12.2696418  15.4388017  17.0384058  17.7753523  18.2400053  18.1916219
## 62   10.8055872  22.4805256  26.1062110  25.8508367  26.5922155  27.0578210
## 63    4.8076347   4.9968896   5.4671717   5.2767259   6.3291619   8.1718113
## 64    3.9255851   3.9979903   4.1721608   7.2426532  10.0669472  10.7154463
## 65    5.3410358   8.0692451   9.8510031  11.8951857  13.4772804  14.3224937
## 66    1.2830224   1.6983017   2.0592314   2.2038641   2.4430182   2.7015433
## 67    6.4448281   6.5061503   6.1559724   5.8779470   6.0550687   5.9355492
## 68    2.9905336   6.1421041   6.5111227   7.8728488   8.7069731   8.6591173
## 69    6.1881360   6.7441760   6.9178809   6.8395740   7.3548258   7.2608534
## 70    2.4828739   2.5311187   2.4727050   2.7432469   3.3607068   3.8219736
## 71    4.7356329   6.9531789   8.0130449   8.4850807   9.0466852   9.2883411
## 72   10.9232119  10.6997660  10.4956534  11.5384396  12.1974027  12.1218481
## 73   16.2056151  17.6056540  19.1768652  21.5699288  24.0307687  25.7349015
## 74    3.2442777   3.1137490   2.9728288   2.9438211   2.9221304   2.8072686
## 75    1.4937131   1.5421895   1.5585159   1.9300548   2.1604884   2.1136751
## 76    8.1032356  10.3590109  11.3517056  13.6838767  16.6619619  17.4990149
## 77    5.9116211   8.2455089   9.6195222  12.7062545  16.1163788  18.1215256
## 78    6.3630188   6.1675627   6.0963109   5.9060946   6.2430549   6.4683807
## 79   18.0871207  22.8004647  25.2128073  30.2874753  35.0608219  39.3247348
## 80    4.7713811   5.6050169   6.1636980   6.4619429   6.4477445   6.3683882
## 81    1.6235040   1.5369928   1.4618762   1.6550830   2.5383089   2.9133730
## 82    9.9860035  14.7350006  21.7460511  28.7876192  34.1915020  37.1838521
## 83    2.6927115   3.9505855   4.5089631   5.8683934   7.3412995   7.6864132
## 84   10.2450672   9.7275589  10.0696254  11.9325113  12.5921513  12.0302604
## 85    5.5663713   5.9122735   5.7792068   5.7667928   6.1850890   6.2956476
## 86    4.7003950   8.5433805  10.3067410  11.1864530  12.1930168  14.2713215
## 87    3.7669009   4.5962539   4.7726711   5.6525891   7.1908025   7.5535664
## 88    3.5051655   3.2667178   3.1017505   3.1404915   3.4270094   3.2704504
## 89    5.7209387   5.6882071   5.4823376   6.3044656   6.7016724   6.7264829
## 90    6.4883399   6.2382410   6.7031901   6.9991735   7.6585469   7.5032335
## 91    5.0164779   4.8607537   4.7877990   4.9961827   7.4919424   9.6788163
## 92    1.8953653   2.0261159   2.1209190   2.1240454   2.2083815   2.1328006
## 93    2.0156864   2.9466896   3.4828594   3.4718690   3.7292401   3.6170477
## 94    5.2639416   6.4499689   7.7711021   9.4124240  11.7742892  12.2257826
## 95    7.0136894   7.2059057   6.8360110   6.6886503   6.3738897   6.4889519
## 96   12.3246626  15.7688393  17.0442300  16.1576976  17.2756896  18.1395934
## 97    7.7285338   8.8811977   9.8291767   9.3603500  14.3361938  17.7929429
## 98   25.8290807  24.4097933  23.1379695  21.8439687  22.9021568  26.5378536
## 99    7.4602051   8.1905400   8.3975731   8.3874375   8.0832856   7.7670256
## 100   1.8740607   1.8236445   1.7743358   1.7364447   1.7721668   1.8519665
## 101  19.1809488  22.8277552  27.8017229  42.5647482  60.2745751  66.4517460
## 102  22.5470431  21.1956133  20.7601366  23.5089318  27.6276730  28.5469012
## 103  23.1609054  21.6611739  22.6778065  36.8958020  60.7943362  66.2799356
## 104   4.3030593   5.3145124   5.9142332   5.6562008   5.5843994   5.3510390
## 105   4.2510983   4.1397603   4.0058501   3.8289954   4.1103850   4.6028380
## 106   3.7751085   3.8280942   4.2391489   6.8194009   9.7926892  10.2221072
## 107  10.5154784   9.9760607   9.5438295  10.0441822  10.6114664  10.5054506
## 108   4.0917205   5.7724864   6.7404491   7.0423146   7.7156604   7.8047705
## 109   4.9246049   4.8802065   4.7221599   4.6639865   4.8583337   5.0553705
## 110   0.5413256   0.5088058   0.5125313   0.6670614   0.9344308   1.0165722
## 111   4.6019537   5.8162132   7.0427503   7.9067944   8.8810343   9.1417814
## 112   2.0714258   2.1494489   2.0473307   1.9799534   2.0090051   1.9971291
## 113  21.3500796  20.5841905  20.8093469  26.9035374  34.7670858  36.9258401
## 114   1.9391670   1.8252394   1.7921156   1.7125780   2.0846410   2.6482872
## 115   6.0199726   7.6831227   8.4729013   8.9334349   9.3242709   9.6845452
## 116   2.2687797   3.1703495   3.4087537   4.5032802   5.1062128   5.1208876
## 117   5.2186510   5.0074525   4.7393066   4.5198296   4.3917133   4.2449796
## 118  30.1154536  35.8943174  39.5618859  41.0437815  41.1293659  42.0652886
## 119   1.1933307   1.1435035   1.1039396   1.1432626   1.2982941   1.3537506
## 120   4.3142253   4.2369610   4.1600564   4.4986619   5.0371666   4.9059791
## 121  30.6775977  31.9340520  33.3972862  33.3079558  33.8651996  33.4655190
## 122  17.3379333  24.1433344  29.4356716  37.7650302  41.5948532  41.2920748
## 123   7.2256167  10.8581321  14.0061355  15.5521011  17.9532917  19.5490443
## 124   6.7157114   6.5918620   6.3324129   6.0693790   7.6963813   9.8926221
## 125   3.6613431   3.6359251   3.7919423   5.2050244   7.4186030   7.7787606
## 126   2.4397650   2.6506684   2.7180401   2.6369821   2.6341190   2.6290526
## 127   0.4087931   0.4187697   0.3965990   0.3807451   0.4584453   0.5165211
## 128   4.4952454   5.0442944   5.7289005   5.9405938   7.1544430   7.6234210
## 129   4.1022346   5.5279407   6.0878652   5.8004652   5.5357177   5.5653673
## 130   1.1659592   1.1545417   1.3207926   1.4496602   1.8934503   1.8713791
## 131  12.7678296  15.8583662  17.4209819  18.6547580  23.0749170  26.5986598
## 132  11.8429826  12.1369130  12.3658051  13.1667890  14.9619511  15.7756870
## 133   9.3463029   8.9338827   8.7124448  11.1493798  14.3725708  15.1452738
## 134  30.6000740  37.6102568  40.3533772  40.8948489  41.6016609  42.2091364
## 135  13.3493819  13.7425452  14.3710210  14.3897747  14.1032876  13.6747900
## 136   1.4933502   1.3962442   1.3482402   1.5194750   1.7536845   1.7530023
## 137   3.9579466   3.7766980   3.6433833   3.5068173   3.5663179   3.6363313
## 138   2.7911692   3.5667222   3.6696426   4.3780264   4.3889154   4.3285002
## 139   4.0992780   4.1100871   3.9504915   4.0579190   4.1406675   3.9739257
## 140   3.1222502   3.9519403   4.9963441   5.6281427   6.4400208   6.5420115
## 141   8.8888297   8.3605665   8.2123531   8.2402684   9.1153213   9.1608836
## 142  38.5160104  35.8943354  33.8104707  32.0064882  35.0971043  38.8730659
## 143   4.5771163   5.1662416   5.6084308   5.3806034   5.2218610   5.0094226
## 144  10.2143955  11.4235533  11.2383240  11.0703608  10.6374568  10.8413134
## 145   6.7473773   6.7839398   6.5945847   6.2417612   5.9602488   5.8626087
## 146  20.9542322  36.4354109  43.3672715  51.5280862  59.4201031  65.3170381
## 147  11.9751966  16.9478973  23.0696002  26.9539621  26.4393222  27.4988014
## 148   4.0647999   3.8899357   4.0672071   4.0708640   4.3332025   4.1614386
## 149   3.8747244   4.6702818   6.1315213   7.2130055   7.8851551   7.8654710
## 150   4.6070472   4.7042946   4.5408783   4.3923156   4.3474678   4.6493627
## 151   4.7009529   5.6399345   6.5092328   7.1690795   8.1278658   8.7865765
## 152   2.4375515   2.2688627   2.2084292   2.1541406   2.2187207   2.3387406
## 153  16.7318914  19.6969237  19.9968051  21.4293185  22.8631185  22.6415124
## 154   1.1911092   1.3218915   1.3389839   1.2712804   1.2241569   1.1745803
## 155   7.7759459   7.2545358   6.8726287   6.8513904   9.3536246   9.5003549
## 156   2.0591365   2.2140557   2.2194631   2.1066148   2.0765556   2.1398783
## 157   7.3153885   7.3387616   6.9425643   6.6035231   6.3199165   6.7287356
## 158   4.8151814   6.3790743   7.0044684   7.6412354   8.8705844   9.5224108
## 159  14.9045108  20.2703449  22.2610943  25.7101231  27.7809998  27.9180780
## 160   2.0123057   2.0959925   2.0763585   2.1709258   2.6578959   2.9231842
## 161   1.1197609   1.6202204   2.0242329   2.4941534   2.8436264   3.1062885
## 162   4.2644031   4.1138844   3.8794720   3.7068095   3.7340432   3.8369581
## 163   0.8069649   0.7541095   0.7244539   0.8014748   0.7699445   0.7998705
## 164   5.6546099   6.6622395   7.3256203   8.4864937   9.5671108  10.3519862
## 165   1.2898789   1.2617342   1.1989197   1.2329034   1.2809031   1.3052757
## 166   9.1840778  13.4868689  15.1657147  15.2604676  14.4882258  13.8172606
## 167   7.6127095   9.2861789  10.1944405  11.7397526  13.1760025  13.9337717
## 168  36.6477161  44.3541983  45.0544977  51.8847977  60.1877451  64.7202846
## 169   1.6228810   2.0193314   2.1706160   2.1004318   2.0254354   2.3045200
## 170   2.8483242   2.8273459   2.6819554   2.8101158   3.5417990   4.1551757
## 171   4.5891470   4.3086803   4.5037511   5.2666814   6.3544392   6.7697741
## 172   7.1763676   7.2685021   6.9831750   6.6634267   6.4443066   6.2195984
## 173   7.3192732   9.1109898  12.4971351  14.8535435  17.7797897  20.3809729
## 174  57.3621992  63.1509506  72.0398033  86.7699821  98.5581127 104.4338333
## 175   0.9887563   0.9672771   0.9612282   0.9492574   1.0484561   1.0145770
## 176  17.0050303  15.8898462  16.0970408  21.2679788  23.4988051  22.6869172
## 177   1.4587688   1.3710374   1.3937952   1.7757745   2.0705855   2.1209336
## 178   2.7960588   3.0405815   3.0387352   3.0206419   2.8889734   2.7694847
## 179   5.8907132   6.5534790   6.7048785   6.6196127   6.7655628   6.9000687
## 180   5.9938695   5.7472380   5.7087716   6.7388160   7.0488916   6.8097661
## 181   4.0246379   5.3562371   6.3619767   8.0499194   9.7770250  10.8265077
## 182   7.2615184   6.7440677   6.3514680   6.2312506   6.3180296   6.2122789
## 183  21.2007558  20.6533823  20.1780340  23.3166556  25.9036121  25.5481559
## 184  23.5872773  22.4110582  21.8525531  26.0330260  31.6096637  33.9527260
## 185  15.6702962  18.8196013  19.7078554  21.5358889  23.1675254  23.8483817
## 186  17.3641905  17.8219351  17.6085543  17.9837943  18.7112726  18.6889992
## 187  30.2462166  34.5249679  40.1269592  50.5385223  60.7839548  68.4862073
## 188   1.2384483   1.4554036   1.4035394   1.5301827   1.8402998   2.2017761
## 189   7.1821437   6.6951534   6.3461581   6.0951798   6.4570084   6.3367718
## 190  31.1130974  40.2325594  44.2403820  50.9916018  57.7088927  60.3121533
## 191   1.8131546   1.6927348   1.6482025   1.9214305   2.2582909   2.3773813
## 192   8.7600755  10.6605162  12.3359990  14.1702815  16.7142143  18.4010470
## 193   1.2169343   3.0662196   5.3645841   7.1087008   7.6714613   7.4465502
## 194   1.2671248   1.3745586   1.3995684   1.3261559   1.3474344   1.3079917
## 195   4.5251888   4.4739226   4.2953078   4.2700130   4.5411973   4.3963605
## 196   2.0836560   3.5479967   4.0525292   4.3520414   4.2079553   4.0154750
## 197   1.5063340   1.5220097   1.5791958   2.4091243   3.3492429   3.4563016
## 198   0.6422727   0.6431936   0.6925874   1.3438264   1.8635136   1.9257149
## 199   8.1766704   8.2730963   8.0859116   7.6432083   7.2442891   6.8982480
## 200   4.5500707   6.0673047   6.5185690   7.2403661   7.3938449   7.6461647
## 201  18.1947019  21.1172754  22.5710928  24.2338983  26.3728465  27.9480537
## 202   3.1517861   3.6202853   3.9740932   3.9998377   3.8632163   4.2510639
## 203   2.7857391   2.8696036   2.7849495   2.8623944   3.6562522   3.6749072
## 204   4.1136304   4.6369314   4.6636440   5.3162943   6.0994577   6.0259762
## 205   3.3418527   3.4499442   3.8790928   3.6792102   3.5590512   4.7095336
## 206  10.7929216  11.9055217  12.6288229  13.9765845  17.3373177  18.9295298
## 207   7.7373848   7.4384974   7.2460409   7.0639324   7.0603645   7.0049985
## 208   5.3396012   5.3334838   5.1019181   5.0626369   4.9022240   4.6744546
## 209   6.0781875   6.0388759   5.9590248   7.2366369  13.2709888  14.8715717
## 210  16.7538882  15.7953202  15.8474740  15.7878564  15.3494328  15.1506074
## 211  13.0063311  16.4621487  18.4203528  20.8348769  25.1447515  27.7960167
## 212   9.8970619   9.4829610   9.5253550  10.3582997  12.0860044  13.8934322
## 213   6.6724178   6.3937324   6.0481125   5.7274320   6.2142910   6.6843128
## 214   6.4457227   6.3425205   6.4838417   9.2227144  15.1647531  17.3103625
## 215   7.5188186  10.1633506  12.0443446  16.0737010  19.9176820  19.6533278
## 216   3.1604977   3.1651060   3.0877993   3.0290836   2.9243248   2.9220319
## 217   7.0870854   8.4904872   9.0974140   9.4331994  10.7669932  11.6067786
## 218   3.0805752   3.6944731   3.8382995   3.7528179   4.9361673   5.4572507
## 219  21.2982190  27.4012457  30.2201562  35.2083845  39.6919418  42.0618466
## 220   1.9157942   2.1749025   2.7162533   2.8616408   2.8198022   2.7850999
## 221   5.6837755   6.2306585   6.6888865   7.1515141   9.2579262  10.3965997
## 222  13.8508325  13.3817788  12.8982849  12.5831897  12.7943857  13.1265000
## 223   0.6674059   0.8600431   0.8942085   0.8640763   0.8691260   0.8347066
## 224   1.1894714   1.1441487   1.0947304   1.2779608   1.3992221   1.3688778
## 225   1.8058182   1.8779159   1.8989995   2.1436431   2.5955021   2.9383453
## 226   3.2948894   3.6157858   3.8712397   5.6559941   6.9516241   7.3285430
## 227   8.6451681  12.3347163  13.6079211  16.3256652  18.1942540  18.4376786
## 228   2.0268070   2.1839711   2.3528515   2.8838564   3.4278318   3.4582687
## 229   5.4231231   5.3661954   5.0556916   4.9854286   5.0081818   4.7770239
## 230   8.8926937   8.3059896   7.8808952   7.7096348   9.0493195   9.6278978
## 231   3.7575467   4.6422728   4.7960371   4.6168737   4.5042558   4.3494243
## 232   3.5746611   3.7753832   3.6210365   4.4465824   5.7295311   6.0007999
## 233   5.9557038   6.3465693   6.4281742   6.3120037   6.2771794   6.3606257
## 234   4.5178979   4.2901688   4.1657021   4.8320707   5.4803558   5.6665460
## 235  18.9258865  17.8309004  18.9981667  18.6993031  23.4061849  25.4484378
## 236   8.5239387   8.5980125   8.3041488   7.8482825   7.4706341   7.1384060
## 237   9.3149441  12.7684029  14.2993124  17.0095132  21.2714647  21.2795214
## 238   3.4406167   3.6627288   3.5818779   3.4892284   3.3228103   3.2356613
## 239   1.8851734   2.1158145   2.2871291   2.2716211   2.1797677   2.0793853
## 240   9.0813125   8.4842006   8.1176914   9.9594041  14.8384097  16.2118267
## 241   5.4159712   5.1147606   4.9184507   4.7197817   5.1988050   6.4801959
## 242   3.9166933   4.7059636   4.9476354   5.3285121   5.5291719   5.3709752
## 243  11.6814301  15.0168691  16.8064169  19.5704901  24.4549033  25.9475699
## 244   3.0343731   2.9030916   2.7782295   2.7054100   2.8613155   3.0881768
## 245   4.2838356   5.0528114   6.0661140   8.7066201  11.3439230  12.3901803
## 246  13.7645595  12.9229853  12.7398887  18.4983398  26.8196022  29.1097821
## 247   8.1327957   8.0101917   7.9083976   7.6698594   8.2340651   8.0931428
## 248   4.9660194   6.1013164   7.1350644   7.8991174   8.5244539   8.3994359
## 249   3.4362889   3.3416920   3.2848939   3.6694335   4.0571021   4.1930918
## 250  14.9725167  14.0455119  13.5110372  13.5030915  13.3052596  13.2417508
## 251   1.5805549   1.4958348   1.5511499   1.9134707   2.5299278   2.6049380
## 252  18.1643239  20.3269812  23.3218081  29.9274071  34.7038620  36.2561978
## 253   1.9542341   2.3551956   2.8896336   2.9346833   2.8161000   2.7611782
## 254  16.8042321  22.0981481  25.1501903  27.7300840  30.9689604  33.9176878
## 255  47.8438837  61.6099097  67.5983810  70.7781414  73.3574903  73.5552668
## 256   6.4594733   6.7452862   6.7975089   7.7175893   9.4117169   9.8746403
## 257   4.9499957   6.8936780   7.9490322   9.4395783   9.7328011   9.4547624
## 258   6.4705958   6.1697027   5.9062073   5.7871144   5.9918918   5.7300323
## 259   9.6104130   9.3624716  10.0518922  12.4561526  13.9625141  13.4833247
## 260   6.2596536   8.6626791   9.8277484  12.9000415  16.1356266  17.6956947
## 261   7.5986550   7.9641226   7.6324622   7.2392257   7.0640953   6.8653907
## 262  50.0158633  50.1448901  48.8918654  46.1840118  44.4249057  42.4007897
## 263   0.8889833   1.6163447   2.0117113   1.9336898   1.9926146   2.0350335
## 264   3.0413552   3.3205404   3.3960764   4.1529194   4.7676641   4.9725673
## 265  52.9761452  49.2372332  46.2950507  44.5118475  48.2122649  49.4960298
## 266   3.3113111   3.3535331   3.4336929   4.0772221   4.3147973   4.2009098
## 267   2.4388914   2.3333125   2.2216336   2.2244292   2.5914461   2.5940695
## 268   1.9896465   2.4235465   2.3767482   2.4426066   2.7782670   2.8109823
## 269   7.3360242   8.6566499   9.2869250  10.5682210  13.0539573  14.0613921
## 270   1.5570339   1.6157319   1.7106407   2.0272820   2.4611055   2.5942592
## 271  17.7007073  16.8571047  16.8582310  19.9416316  21.4003775  21.9883145
## 272  10.0048370   9.6808498   9.1750780  13.4668220  15.7712202  16.7630204
## 273  21.2902409  31.3613473  36.2225167  40.2730106  45.3749139  47.0552145
## 274   4.4395405   4.6252021   4.6237758   4.8483969   5.7617740   6.2655355
## 275   2.0823166   2.0589050   1.9735846   2.0746021   2.2504650   2.2647466
## 276   3.5355346   6.0190718   7.1057334   8.8597015   9.6695553   9.6779046
## 277   9.2527203   9.5158758   9.7109367   9.3168197   8.9562097   9.1181407
## 278   1.3782511   1.3561891   1.4572407   1.5568163   1.6286446   1.7139927
## 279   1.0013443   0.9738764   1.0044834   1.0082397   1.0704800   1.0247352
## 280  16.8591844  21.0176396  24.0617673  29.4179026  34.8658395  36.4925708
## 281   4.2395420   4.6188530   4.5620694   4.6698263   5.2420644   5.2672688
## 282  10.8042358  12.1785605  12.6569462  12.3391980  15.9195590  17.1506588
## 283   7.7182328   7.6222587   7.8978892  10.5474136  14.7826060  15.2892652
## 284   0.5446500   0.6737385   0.7272647   0.9679365   1.0157069   0.9685669
## 285   2.1206998   2.4615294   3.0095191   2.9860043   3.4189679   3.3430191
## 286  15.7267009  20.1058058  21.9817293  22.6722681  22.4149501  22.8734144
## 287   4.3619721   4.4496951   4.5093447   5.0270875   5.6072980   6.4174581
## 288   5.9912544   5.6392066   5.3665623   6.0290709   7.5092116   7.7547451
## 289   9.1287827   9.5409173   9.6985515   9.9505912  10.9347519  13.0392209
## 290   5.3415017   5.5139391   5.5606818   6.0402858   6.4036896   6.3380502
## 291  24.0767052  23.7486062  23.1025323  22.0067681  21.2460185  20.6520379
## 292   1.1874788   1.2364840   1.2974864   1.3535369   1.5573161   1.7595118
## 293  10.0132851  11.5118780  12.5135602  16.8069284  20.2488769  22.1596576
## 294   9.1749086   8.6496426   8.2941970   9.1807204  11.6904595  12.0515173
## 295   3.8974825   6.0495660   7.6091994  10.0400632  13.3276684  14.6677858
## 296   4.9401124   5.8355651   6.4892028   7.6519375   8.9268899   9.0453484
## 297  33.4402114  33.8546583  34.5146445  33.2636146  31.5592994  30.2465250
## 298  10.5199857  12.0785471  13.2156384  13.0155785  12.3726755  11.7991019
## 299  30.8164223  45.1908593  51.1074984  55.2548351  61.0255617  63.0695834
## 300   2.8589220   3.3682377   3.6633263   4.0770420   4.3804262   4.3784486
## 301   4.1839442   3.9842286   3.9161762   4.2396027   4.3196570   5.0491333
## 302   9.5177654   9.2413948   9.0533378  11.4976824  13.6928504  13.8930022
## 303   1.4237752   1.4718994   1.6786466   2.5597675   4.0361749   4.4713879
## 304   6.4596561   6.1195308   5.8846392   6.3993671   8.9038689   9.2318163
## 305   2.0151650   1.9332532   1.9670807   1.9217276   1.8468843   1.7692717
## 306   2.7127610   2.6797182   2.6008410   3.0678580   3.6087542   3.4875770
## 307  14.1269697  16.3995407  17.9713080  20.6881462  23.9066773  24.6519672
## 308   2.1199161   2.0224752   2.0931188   3.5438684   5.0770807   5.5151602
## 309  45.8215717  44.6315791  43.1652557  42.2816546  41.2840162  39.7020128
## 310   2.5273188   2.9314538   3.0428022   2.9664829   2.8880331   2.8436598
## 311   4.4181491   4.3109095   4.8517195   5.8172966   5.7747651   5.5447179
## 312   4.8906547   5.1620367   5.3574231   6.0346098   6.2518400   5.9643439
## 313   1.5008093   1.4738270   1.4398105   1.7668104   2.5754390   3.4502447
## 314   1.5451390   1.6030130   1.5476287   1.4862775   1.5050452   1.6265179
## 315   2.6967060   2.6969976   2.5676908   3.0947527   4.0664120   4.9069745
## 316  10.8153934  15.0035909  16.9023275  19.0479937  21.0789801  24.9706357
## 317  18.9956147  23.4964617  25.9627255  27.7800715  29.5635922  30.1844533
## 318   1.8031520   1.6842504   1.5879612   1.7038606   2.3279656   2.4895246
## 319   2.5364512   3.1972431   3.6403593   3.5323962   3.4630984   3.5688792
## 320   5.2240696   4.8911169   4.6495445   4.8111748   5.7817921   6.2385869
## 321   3.6449691   5.6737957   5.8585142   5.5903523   5.4925846   5.2381647
## 322   2.8101236   2.8597571   2.7732035   2.7516686   2.7714327   2.7700046
## 323  21.4092350  21.5181182  21.3480575  20.7147666  19.7836541  18.8598011
## 324  25.6171394  27.0900395  27.9859789  27.0961403  26.6057026  25.3348492
## 325   1.2264058   1.3238850   1.4442102   1.4268030   1.3929119   1.3832468
## 326   3.7619075   3.8185239   3.8728971   4.0800379   4.2662344   4.1157214
## 327   3.1533857   4.0777472   4.5610200   5.9318281   6.5517604   6.5308255
## 328   7.4557661   7.0075084   6.6005478   6.3867650   6.1322401   5.8460681
## 329   7.2011948   6.8294068   6.9655882   7.4952298   7.4082637   7.1660144
## 330  12.5924464  12.5417537  11.8724149  12.5983098  15.7786811  15.7846522
## 331   0.9535124   1.3100871   1.5596951   1.9159417   2.1631693   2.1158152
## 332   2.6516002   2.5625673   2.6795316   2.7251156   2.6620248   2.7100161
## 333  16.8223265  16.8047892  17.4183421  17.7919826  18.1515905  18.0457059
## 334  16.6756785  16.7012078  17.3182409  17.7199107  18.0653225  17.9270417
## 335   7.3439504   7.5291039   7.7846730   8.0918825   8.6979561   8.3163239
## 336   1.1813413   1.2341174   1.4957399   1.9611854   2.4076783   2.4909000
## 337  15.4047660  14.9816861  14.2313518  13.6461866  13.2363349  12.6679166
## 338  15.4830962  16.9921978  17.2922376  18.1833905  20.4071588  21.6829173
## 339   1.5062185   1.7427008   1.9292054   2.1183619   2.3295674   2.3867121
## 340   9.1011549   8.9995256   8.5936948   8.8757427   9.2976983   9.3312740
## 341   9.6375553   9.6901946  10.6067564  12.0161073  13.8386931  14.7000233
## 342  35.4640363  49.7758404  60.0188571  69.6060429  88.0789209 101.5642037
## 343   2.2681660   3.1355645   3.9763016   3.9138348   3.7752202   3.8664107
## 344   8.5133854  10.4519337  11.6272862  14.7341597  17.9185355  19.4408140
## 345   2.1639473   2.1124946   2.0112046   1.9578830   2.3235127   2.5002152
## 346   4.4655852   5.0602314   5.1512305   5.7734352   5.7354506   6.1828115
## 347   0.8625125   0.9012167   0.8745812   1.0443060   1.1029534   1.0714789
## 348  11.0735637  17.5376861  23.3490226  30.5490738  35.8270487  36.5172874
## 349  17.0015527  15.9885964  15.9142021  21.5097005  27.3701629  28.2818818
## 350  15.7424546  17.8026856  18.0614130  19.3217011  21.0203617  21.8050311
## 351   5.2785375   6.0328416   6.4756391   6.4377863   6.8064157   6.8938895
## 352   5.1274637   6.4616355   6.9081186   6.5356803   6.3412405   6.0963929
## 353   4.1554915   6.5836588   8.2806189   9.8068078  11.2891069  12.0626802
## 354  17.4013597  16.8201554  16.5206792  18.3141878  21.5170519  25.5997798
## 355   1.5155561   1.7423482   1.9053466   2.6650877   3.0692893   3.0821289
## 356   3.2472209   3.1502529   3.1169581   3.6925706   4.0740771   3.9590420
## 357   1.6427700   1.6899218   2.1470883   2.3207994   2.9354895   2.9289027
## 358   7.4741340   6.9936552   6.7262482   7.4741606   9.2795595   9.6136860
## 359   2.0483561   2.0306364   1.9438604   1.9132494   1.8873768   1.8000001
## 360   1.3929521   1.3819433   1.3482064   1.3286192   1.3176816   1.2765395
## 361   2.8615995   2.8524228   2.8105085   2.9833356   3.4429523   3.8460649
## 362   2.3426360   2.2532873   2.1553068   2.0545170   1.9930665   2.3815130
## 363   3.8889887   3.7259194   3.5924925   3.8083730   3.9592089   3.8470979
## 364   1.0077203   0.9478390   0.9646491   1.2124896   1.5558128   1.7178428
## 365   6.6297354   6.3008104   6.6746312   6.4092688   6.2425948   6.9360056
## 366  19.7989075  27.7887457  32.3002277  38.9885217  43.6585795  43.5315688
## 367  35.5487562  36.3643572  40.0659557  56.1875423  69.5367365  69.7576127
## 368  20.8691093  36.3426736  48.7342045  60.8016968  68.4225029  69.8050135
## 369   1.0234509   0.9875514   0.9555885   0.9147271   0.9832430   0.9675958
## 370   8.8159785  10.1421008  10.8638295  11.4743111  12.6219461  13.0407281
## 371   4.2646898   4.0461829   3.9725904   3.9112644   4.1568032   4.0279389
## 372   3.2508468   3.0439390   2.9370277   3.0595064   3.4592822   3.3409221
## 373   8.8237893   9.9257430  10.8559115  12.7817880  16.0270159  17.3533704
## 374   4.2660434   5.1083884   6.7195807   9.2939403  11.1640224  11.7453881
## 375   3.0330081   3.0306793   3.2509918   3.1872540   3.0957602   3.0268633
## 376  30.9964515  29.6029796  29.1043783  34.6466622  44.2803733  46.1630102
## 377  14.6284172  14.3834122  13.9763921  15.0316946  15.7441785  15.1375142
## 378   7.6866571   7.6758793   7.7768403   8.3856006   9.7091952  10.4344681
## 379  12.7853303  12.8680923  12.6958470  14.3477639  13.9587908  14.1620738
## 380   3.0864219   3.4501379   3.4834237   3.6431518   3.5962868   3.5172187
## 381   2.6995561   2.7646363   2.7818623   3.3319687   4.3160426   4.7775503
## 382   2.7334601   3.5050659   4.1529090   5.2992859   7.8897244   8.4596977
## 383  34.2662954  32.2593604  30.8984634  32.6885975  32.0741805  31.1510119
## 384   5.6082144   6.3559208   6.5336354   6.2821111   6.0688481   5.8659434
## 385   1.0895958   1.0829019   1.0786773   1.2098684   1.6355103   1.6736816
## 386   3.6874498   4.5222418   4.5923751   4.5147261   4.2965773   4.1386896
## 387   4.3589294   4.1494427   3.9892323   4.1061116   4.1537283   4.1030546
## 388   1.1048175   1.0829763   1.0671093   1.1971607   1.4807934   1.5546005
## 389   4.3377929   5.9782073   7.6478101   7.3133603   7.0108712   7.0261473
## 390  15.1481913  14.9302908  14.2774345  15.3983842  18.4703432  18.6107017
## 391   3.4389462   5.7495067   7.1183570   8.7595476  10.8978864  11.7267288
## 392   2.8293255   4.1719904   5.0937530   5.1656245   5.4511608   6.5687545
## 393   7.4440352   8.2987879   8.5475630   9.4151066  10.1792299  10.4906132
## 394  22.1461961  26.5188790  33.0987570  41.1814436  50.2592462  52.1118827
## 395  16.0101077  15.8173000  15.0862411  17.5338123  35.3552783  42.2504001
## 396   3.6249318   3.4851877   3.7311940   5.0667419   6.9909695   7.6023074
## 397   4.8376689   6.1530339   7.1155231   9.3122284  12.3420748  13.6921614
## 398   9.5680474   9.1400644   8.8541507   9.8921407  11.9994007  12.4266311
## 399   0.5492855   0.7179012   0.8183381   1.0543743   1.3068582   1.3042469
## 400   4.5990302   6.0312479   7.1806707   7.6302238   7.4313814   7.2612649
## 401   7.8087599   7.8589099   7.7014439   7.5922796   8.3564159   8.8859180
## 402  20.5115622  19.9572816  19.3394655  18.3703755  17.7563134  16.9803847
## 403  12.1302175  11.2739712  10.8145666  10.4018922  10.0786047  10.6664360
## 404   5.3023691   5.8168494   6.1105497   6.6734006   7.2130005   7.1071458
## 405   1.6303081   1.9761213   2.1869058   2.8702982   3.6108524   3.7202547
## 406   3.9449749   3.7384133   3.7277933   6.0010350   8.9906710   9.5143782
## 407  12.1606970  12.6643304  12.9876538  16.9512354  22.9237691  24.1648074
## 408   4.9529886   5.2160333   4.9264822   4.9596038   4.9174885   4.9230167
## 409   0.9450579   1.5462063   2.6584654   3.5791626   4.2873023   4.4413417
## 410   1.5752683   1.6293223   1.7616553   2.3044465   2.6871545   2.8488938
## 411   2.5875224   2.5980299   2.6574368   2.9827779   3.4729168   3.4018189
## 412   3.9257819   4.7033949   5.0528097   5.4208537   5.2749402   5.0285714
## 413   2.7393643   2.7115572   2.8069691   3.0376555   3.6276979   3.8441355
## 414   1.8973135   1.7670559   1.6670894   1.5937889   1.7737580   1.7240095
## 415   7.9047015   7.5698649   7.6997821   9.2639343  11.2968254  11.4805923
## 416   1.6102198   1.6225720   1.5410859   1.6366839   2.0125264   2.0263631
## 417   0.6178641   0.7046287   0.9040774   0.9634646   1.1976207   1.2787716
## 418  74.1176285  85.9740540  92.3892869  99.1583377 111.7405292 120.4847797
## 419   7.6645239   7.7623067   7.9011891   7.9061771   7.9510703   7.7843358
## 420   1.1746073   1.1888133   1.1785476   1.2252821   1.2855811   1.3398443
## 421   1.5843502   2.7340527   4.2620290   6.2688473   7.2206592   7.5479514
## 422   5.4804112   5.2959318   5.2539518   5.7558661   6.1203617   6.2295995
## 423  56.4749011  55.7464042  59.7920207  59.3630149  58.1323636  55.4657308
## 424   4.0851750   4.0914619   4.1621959   3.9914877   3.9842526   3.8662780
## 425   1.8577791   1.8640831   1.9731671   2.2301611   2.8455183   3.0198329
## 426   3.6032482   4.0579831   4.4333689   4.7561117   4.8583898   4.8308238
## 427   1.4993387   2.2444788   2.5393937   2.9072215   3.3078696   3.3041669
## 428   1.8043813   1.7643513   1.8397068   1.9345644   2.3127941   2.5706427
## 429   1.5227808   1.9875323   2.6682136   3.3282141   4.2990673   4.8443007
## 430  18.2601411  19.4072561  21.3429695  20.5780088  20.9427205  20.6495208
## 431   4.9355032   5.9702338   6.2693242   7.9428221  11.4122563  13.2518660
## 432   0.9319197   1.0485611   1.0664735   1.1117119   1.1385140   1.1216932
## 433   1.0982270   1.2673600   1.2479642   1.2375885   1.2043547   1.2002634
## 434   0.3734667   0.4082022   0.6286282   0.6820102   0.7738663   0.9611639
## 435  11.8095781  14.0238823  15.1491476  16.0506481  17.9106110  19.2029500
## 436   8.9592263   8.3968211   8.2033962   7.8118153   7.4668398   7.1793197
## 437  25.0222865  23.5122890  22.4810168  23.2328263  25.5589311  26.4118889
## 438   3.9519852   4.5873311   5.0711782   4.9606829   4.8925281   4.8871610
## 439   6.3301985   6.5722734   7.4668457  11.4939682  17.0609656  19.1084334
## 440  11.5662758  11.0710638  11.8001203  12.0002219  12.9108960  12.4487506
## 441   8.2426977   9.4977485   9.5019218   9.1093147   9.4021669   9.3547475
## 442   8.1273597   8.4142853   8.6887755  11.8305836  15.3661099  18.1287621
## 443  34.7401530  36.5276249  37.6056167  42.0550640  50.2781452  53.6570961
## 444  16.2673761  19.5293491  20.6562630  21.7004935  26.5926177  29.0369226
## 445   4.3956816   4.4541951   4.4082087   4.5471209   5.0192250   4.8523612
## 446   4.0358307   3.7440202   3.5370214   3.3898877   3.3446991   3.2684980
## 447  68.1972792  86.1081364 101.5184183 107.1807489 111.1623207 115.6243020
## 448  17.3081127  16.6602994  15.7994489  15.2342074  14.8915490  18.4365676
## 449   2.2465590   2.2165834   2.4099955   2.9141727   3.2815736   3.3317236
## 450   6.2147902   6.0274163   6.5377967   7.3565737   7.3307146   7.0520715
## 451   1.6691938   1.6403927   1.5798296   1.5474261   1.5283962   1.5937012
## 452   6.6200834   8.2430677   8.3787323   8.2728232   9.4758855  10.3271260
## 453   5.8270099   6.5925596   6.4364254   6.1002275   7.9821410   9.3354174
## 454  10.8074095  14.7804802  19.2688209  21.1401925  22.0551274  21.2973077
## 455   8.0354683   8.6109182   8.9016053   9.8787674  11.4952260  12.0609039
## 456  67.8485808  88.8218454 102.4324261 118.4880637 139.8562748 149.6379067
## 457   7.2657357   6.8940222   6.6603277   7.2353009   7.4192774   8.5771067
## 458   6.2344181   6.5949082   6.7033090   7.8984160   8.9375945   8.6723784
## 459  65.3984047  71.8399192  76.1099385  72.4791189  68.7641107  65.8145633
## 460   2.3802867   2.2373940   2.1162912   2.5127737   2.8136450   2.6996877
## 461   3.9192221   3.6752057   3.5000316   3.3297655   3.2337324   3.1703225
## 462   9.4393310  10.2793368  10.2693529   9.7407102   9.4782415   9.0706284
## 463   2.9556482   3.2372248   3.4085665   3.5829865   4.0520063   4.0375482
## 464   2.0897424   2.2173948   2.1480045   2.5102217   2.8036089   2.8986254
## 465   5.4792007   5.4121823   5.4848968   5.6856163   6.4839982   6.7664210
## 466   0.8492394   0.8523014   0.9323696   1.9939775   2.8460834   3.3400765
## 467  12.6537162  16.0086348  19.1216646  23.9435401  29.3192905  30.0985856
## 468   5.8601566   5.4773236   5.3657032   6.2283624   6.4705451   6.2876182
## 469   2.0786970   2.1869601   2.4495609   2.3962972   2.7388209   2.6722820
## 470  14.4326814  16.0331000  15.6813451  15.3251576  17.6610495  18.7465227
## 471   3.6934908   3.8501895   4.0115069   5.3061022   7.3970320   8.1414229
## 472   8.5849893   9.0316984  10.3161797  14.8352979  19.1601949  19.9069368
## 473   1.0927866   1.0241768   0.9862162   0.9460597   1.0377062   1.2840487
## 474   4.6122288   4.5365208   4.3584499   5.0654797   6.3641094   6.7007954
## 475  19.4075476  19.0430490  18.4208738  21.6367024  30.8254916  34.0085884
## 476  75.8340854  72.3634135  70.3239704  67.6999932  64.3913295  61.5679724
## 477   2.7180885   2.8045927   2.6546558   2.5315470   3.0932900   3.0517772
## 478   2.4901042   2.5332377   2.5813216   3.6622328   4.8136195   4.6945043
## 479   1.9114930   2.3503966   2.4981805   2.6876527   2.7617983   2.7259252
## 480  29.4385451  43.4426423  48.5609592  54.2820452  61.7600902  64.9423527
## 481   2.0780883   2.1815823   2.7866881   3.7315942   4.5266811   4.6546675
## 482  26.4441323  47.4412392  61.3185356  69.7773694  77.0585037  81.8576452
## 483   2.1813282   2.0816520   2.0647492   2.2201586   2.8907253   3.0666604
## 484   5.9420948   7.5780455   8.8082919  12.1100066  14.4854512  14.9884054
## 485  11.9063066  11.0696599  10.6137994  11.3778321  12.5821687  12.1911604
## 486   3.4787914   3.6146173   3.5537136   3.7272341   4.2391867   4.5613119
## 487  69.6485250  71.7336677  78.0294255  81.7482396  80.3834368  77.1534583
## 488   8.2041084  10.6823105  13.9640072  18.9474022  22.0393332  22.1630859
## 489  10.8219496  23.3848815  28.8472886  27.2883935  26.0779709  25.1493052
## 490  30.9578553  39.1022967  44.6599664  51.6887849  61.6109403  67.2297295
## 491   6.0469252   7.0393748   7.9196191   7.6324702   8.1531010   8.1083498
## 492   9.7971114   9.4473146   9.0053557   9.3395213  10.1888145  10.2326507
## 493   3.3012428   3.2544677   3.0918041   2.9189720   3.1335065   3.0700943
## 494  40.0736317  37.8756973  35.7282815  33.7483396  32.4368075  31.8107993
## 495  10.4122722  11.8343514  11.8442062  12.8864239  20.3111684  23.4442875
## 496   1.4486284   1.7785904   2.3728118   2.5661351   2.5928814   2.7398850
## 497   1.3541226   1.4647815   1.7009939   1.6132560   1.5842017   1.8849502
## 498  14.3623304  16.3755423  18.2171083  19.1763258  19.4267379  19.3531988
## 499  69.1280771  77.6034164  80.2130846  91.8042563 111.7896729 121.0681946
## 500   3.0148459   4.4274753   7.8403085  10.1982737  11.2622606  11.5872609
## 501  19.7201775  18.7116723  19.7831159  21.7099895  22.0881982  21.0579141
## 502   2.1228826   2.3505782   2.3014717   2.1867989   2.1427543   2.0579900
## 503   3.9002688   4.3320926   5.8344488   6.9877133   8.3271161   8.5993036
## 504   7.0226648   9.4904647   9.9461902  10.5200648  12.4028160  12.6202544
## 505  18.1380952  21.3600452  24.8547843  26.7613422  33.9285281  39.6652374
## 506  21.8637665  23.8946618  24.9195136  25.3765418  30.0189283  33.3302807
## 507   7.0855871   6.7270368   6.7384434   6.4667377   6.3031841   6.0296267
## 508  35.9657431  42.9213510  44.8042078  46.5728621  48.6687584  50.1341039
## 509   4.1679584   4.6708538   4.7509361   4.5949816   4.4308394   4.3279852
## 510   0.9593948   1.0031513   1.1312172   1.3815022   1.6192523   1.7485757
## 511  18.6433121  17.7589871  17.2297132  16.5257372  15.7394146  16.6587531
## 512   8.8776230   9.2295463   8.9697330   9.7594984  10.9626479  11.1230143
## 513  14.1239346  15.7280771  16.0428387  18.3825623  18.9288785  18.2167934
## 514  19.2826499  20.6330613  21.6953376  22.6794834  24.0120633  24.5911174
## 515  30.7437950  34.9698988  38.1198600  38.5127668  38.7703503  40.8815097
## 516   4.0099857   4.0316375   6.1769117   9.4338732  11.2182223  11.8174788
## 517   1.4820761   1.3882638   1.4638170   1.8356886   2.0736559   1.9964598
## 518   1.5349751   1.7334845   1.7363832   1.7807706   1.8732871   1.8252900
## 519   2.1775141   2.2740636   2.4828667   2.9274570   3.8830465   4.4294596
## 520  16.6332446  15.4667842  15.0173798  16.1072608  18.5516570  18.9743819
## 521   7.7348378   7.6123969   7.3703543   7.4158696   7.6201539   7.6441356
## 522   4.5507725   4.3605317   4.1671609   4.0414951   3.8374262   3.6980682
## 523  10.3731500   9.8871851   9.4213746   9.9836872  11.8947714  12.7883652
## 524  39.9633701  37.5453343  36.2254061  39.1111329  48.8360660  54.8205383
## 525   4.1503802   4.6340358   5.2025291   5.3121575   5.0650949   4.8334366
## 526   3.2685694   3.4019642   3.3073186   3.1765792   3.0348861   2.9095898
## 527  38.5690206  56.2480381  66.7877484  74.2844322  89.4030826  98.1144098
## 528   1.3368918   1.3847188   1.3716304   1.4228066   1.4839585   1.5456112
## 529   8.0687646   8.0226090  10.1788126  10.1153963   9.6442219   9.3523013
## 530   1.2169992   1.1653675   1.1397874   1.4492806   2.3563298   2.7926005
## 531  15.4103281  15.4538958  15.1985618  14.6573286  14.9288924  16.9776271
## 532   0.9102454   1.0266849   1.0556488   1.0034680   1.0257645   1.0809966
## 533  32.0489469  33.3837319  35.0792720  42.9308876  65.9337092  77.1238813
## 534  10.7182887  11.9286296  12.7574049  13.4644384  14.3983673  15.2722581
## 535   2.3898385   2.2718774   2.2811171   2.9070804   3.6800657   3.7830307
## 536  14.4142801  13.7275576  13.3333870  15.8077888  19.3756436  20.9147043
## 537  14.2272649  15.1100607  15.1438615  16.1611335  17.3183745  17.7427677
## 538  14.2931219  17.0011471  18.8646111  20.8746485  23.5637740  24.2624293
## 539  14.5271056  13.6921812  13.1688872  13.7954049  15.3635710  15.3325516
## 540  20.1281257  23.4480760  25.8801786  27.0765348  28.1298757  28.5267036
## 541 214.6312746 282.1917285 376.0470493 542.0565637 722.2278851 762.2014234
## 542   2.1533141   2.5063516   2.6138926   2.5785456   2.6400774   3.1881675
## 543   6.2477026   8.2363590   9.0245478  10.1058822  11.1680326  11.2417483
## 544   0.6057095   0.6591199   0.6865839   0.6738943   0.6834102   0.7545944
## 545   1.1747590   1.2644448   1.5071353   1.8962723   2.1656423   2.4753085
## 546   6.2505026   6.3579619   7.8773647   9.3670579  11.2158491  12.2729862
## 547   1.3230096   1.7322243   1.7677862   1.8902028   2.4407517   2.5573719
## 548  11.2101466  12.0254295  12.8001465  15.8179567  18.8567231  18.8950222
## 549  19.2518189  17.8983597  16.9989637  16.0728698  15.4763699  14.8582865
## 550   1.4671325   1.4470902   1.3695938   1.3104977   1.2807611   1.3255489
## 551   1.5963946   1.7117403   1.6573091   1.5697923   1.5260568   1.4603837
## 552   4.2903809   5.0697907   5.6315467   6.2546534   6.5798259   6.9833464
## 553   7.8840139   8.3190295   8.9655462  10.9707130  11.5963891  11.2291990
## 554  19.9794641  18.5398786  17.6630930  17.6152000  18.6885960  18.5204730
## 555   9.3031071   9.0947947   8.8100516   8.3384134   7.9951555   7.6470375
## 556   3.4488801   3.2609939   3.1774163   3.7278391   4.1325596   4.0784519
## 557   3.0529526   3.2215666   3.8760283   5.4946058   6.8744815   7.6562555
## 558   4.6855924   4.4975672   5.1667004   5.1811685   6.4623194   8.1832351
## 559  22.9830317  27.2287475  29.1459287  31.9344663  35.2302468  36.3631572
## 560  10.5119881  11.3757244  11.8047577  11.2704019  11.5061676  11.3273304
## 561   1.2455435   1.2198073   1.1881925   1.2597049   1.4668494   1.5837629
## 562   5.9198914   6.1782482   6.5587321   8.0866432   9.7603618  10.0412145
## 563   3.4572917   4.0383330   4.1666368   4.0618511   3.8862933   3.7350004
## 564   0.8675223   1.3211330   1.6810058   1.9788731   2.2536646   2.4056750
## 565   3.1099619   3.4057965   3.4416988   3.2952043   3.2011972   3.1743315
## 566   3.8918727   3.7330126   4.2459488   4.1355061   4.4958133   5.0272105
## 567  27.9975717  27.7121525  26.2940482  29.1227781  32.2597241  35.5789573
## 568   1.0417884   1.1962100   1.5740723   1.5628814   1.5262040   1.4692127
## 569   1.6271482   1.7123054   1.6502756   1.9741152   2.5695637   2.7235405
## 570   4.7131378   4.5446582   4.6114644   4.4358525   4.3902005   4.2637042
## 571   2.4405509   2.5575387   2.7102287   3.1644166   4.0458573   4.2905682
## 572   6.3688851   7.7076264   8.4298428  10.0729070  11.9479515  12.7937506
## 573   0.7702198   0.7458986   0.7209857   0.7005636   0.7458738   0.7793460
## 574   5.3390232   5.1242384   5.4598102   6.9645513   7.1242579   6.8813606
## 575  14.2218098  13.2410355  12.6204498  12.1572423  15.0604643  16.5625960
## 576   5.9420343   6.3397141   6.2230865   6.0192443   5.9854370   6.1115044
## 577   4.4373905   6.1198688   6.2688208   6.4541098   7.6222721   8.0312326
## 578  28.0242401  28.7861228  28.4836856  27.4685290  26.9054182  27.5942965
## 579   1.9634535   2.7536540   3.2908946   3.5187188   3.3561316   3.2665161
## 580   5.0219367   4.8982995   4.7183399   4.6321335   5.2449864   5.3807612
## 581   1.0861189   1.0468762   1.0241331   1.1062506   1.3351495   1.7507719
## 582   2.4299353   2.4489877   2.6633093   3.9338913   5.0424208   5.1869993
## 583   3.8183495   3.5523797   3.5525266   4.2099450   5.7411300   6.1522607
## 584   4.2864122   6.0784992   7.7038145   7.7496446   8.1477500   8.3151877
## 585  10.2011856  15.5121253  19.6319814  21.3106186  23.1005168  25.8122990
## 586  19.3107080  30.6090978  37.5276222  44.9999735  56.7123209  61.8995092
## 587   5.0185962   5.4082364   6.3309077   9.3784467  13.4672292  15.3573899
## 588   6.2659378   5.9882614   5.8508252   5.5797805   5.5931028   6.7015693
## 589   1.1086379   1.1848871   1.1943124   1.1634446   1.1729370   1.1394926
## 590   4.0209831   3.7726779   3.6245049   3.9091244   4.8197382   5.4138541
## 591   0.9336898   0.8783596   0.9964164   1.3658487   1.9205013   2.1682681
## 592   7.3422086   8.4794733   9.3378342  10.9076338  12.6818818  13.7712213
## 593  10.3552901  10.2503697  10.1637061  10.3972592  11.1350981  10.8068554
## 594   2.3755289   3.2108527   3.3793232   3.2703300   3.4530666   3.6970004
## 595   3.3935845   4.4106347   5.0291473   6.5450280   7.6525916   7.7916693
## 596   3.8192949   3.8130376   3.6629724   3.5336120   3.3564089   3.3053853
## 597  13.5236141  14.4422604  15.8198562  15.8790702  20.6797752  20.7421943
## 598  29.5444661  27.8264700  27.1029943  27.0775704  28.7641777  28.1281759
## 599   2.3613941   4.6792344   6.4026960   7.7324383   9.0480849   9.2160896
## 600   3.3198856   3.7778681   4.1911327   4.4827195   4.8097448   5.0960327
## 601   5.5267703   5.9417924   6.5075539   6.4202930   7.2656811   7.1664837
## 602   1.1042458   1.1251345   1.1104248   1.1850626   1.4834018   1.6531570
## 603   1.2417887   1.5160566   1.6460747   1.7163912   1.6424145   1.6477718
## 604   2.2181272   2.3577993   2.2450176   2.1525706   2.1140812   2.1041827
## 605  12.1189486  12.9957479  14.5633716  15.4657604  16.9182197  17.9654931
## 606   5.5731909   6.4853736   7.0669372   8.7614079  10.0948547  10.4271070
## 607  10.2852880  10.6210016  11.0341443  14.3240232  16.7283893  16.5602005
## 608   4.5144564   6.3362154   7.3091899   7.8162403   8.7825132   9.6553653
## 609   8.0859910   9.4700309  10.5606589  10.9514094  11.2770758  11.2917971
## 610   8.7913054   9.8658559  10.6730944  13.1831297  15.2689989  15.7954883
## 611   4.5822160   5.4042595   6.1898113   9.6990038  13.9870165  16.2551736
## 612  11.0346245  10.2688297   9.9676607  14.2357309  18.4536884  20.3742178
## 613  21.5985836  26.7522492  27.8354962  32.2485681  36.2246042  36.5843838
## 614   3.3097655   3.2836566   3.4213596   3.3576530   3.5766110   3.6517240
## 615   2.8567900   2.7674127   2.6917486   3.1182855   3.7474579   3.6521273
## 616  22.5571835  24.4823418  25.7186144  28.0407825  31.5197835  33.3452114
## 617   9.2743871  13.0007679  14.2963705  14.3385793  14.1767149  14.6622321
## 618   1.5132946   1.4206245   1.4507390   1.8842756   2.4570423   2.4725511
## 619   7.9685440   7.6852686   7.4637058   8.7041553   9.9710585   9.9854625
## 620   5.5516643   5.7164735   5.9758379   6.9186804   8.4969360   8.8786615
## 621   3.8387455   3.6563775   3.5677157   3.9675281   4.7752726   4.9473620
## 622   3.9375045   5.1179574   5.5394702   6.0427268   6.0469093   6.1131621
## 623  13.0678104  12.2078518  11.9350050  15.1835909  19.2350003  19.9980969
## 624   3.1951900   3.2215655   3.5876714   3.4102466   3.9083175   4.7715780
## 625  13.9699989  14.0280804  13.9650026  16.6754589  21.1736331  22.4345232
## 626   0.9813115   1.2630174   1.2867950   1.2753075   1.2412690   1.5763186
## 627   1.5802507   1.8127786   2.2038524   2.1495569   2.2561389   2.3035573
## 628  49.1478205  48.9048884  59.1649761  73.1099584  79.5388257  80.9595450
## 629   3.4031757   3.9635606   4.1899171   4.0849387   4.1629459   3.9924726
## 630   0.6329624   0.8010421   0.9488877   1.0622868   1.3178303   1.4150101
## 631  14.7939820  16.4334808  17.7376362  18.7231718  20.8412622  22.3697291
## 632  26.9789773  25.4138072  24.1871065  23.3436208  23.9675204  22.9191866
## 633   8.8827012   8.3113874   7.8442761   7.9105688   8.3517716   8.5869210
## 634   6.4626532   6.7433835   7.3550485   7.1195082   6.7676929   6.4876042
## 635   2.4621561   3.1124032   4.1802014   4.0579018   4.0190549   4.4897567
## 636   1.1017895   1.0701886   1.2111739   1.7300407   2.2266633   2.3657730
## 637  10.8648861  15.3417974  17.5549904  21.6716714  25.3052055  27.1661404
## 638   3.5908839   3.9144672   5.0648569   5.4499557   5.7843298   5.6996177
## 639  13.8082109  15.0942425  16.2737104  19.7471767  23.0039640  24.5225565
## 640   0.4972894   0.4836185   0.5091139   0.7344826   0.8388963   0.8532383
## 641  10.5835613  13.6607853  14.7969002  14.7243127  14.8216760  14.2040612
## 642  10.5795690  12.9847641  15.6158671  16.6170394  16.1378024  15.3991027
## 643   2.3406166   2.3671727   2.4622723   2.9444790   3.9144484   4.2239679
## 644  13.0067925  12.8166832  12.1858475  13.4651710  20.3394695  23.4537293
## 645   6.2920143   6.1137322   6.1292287   7.3224003  10.0400758  11.7691374
## 646   3.8219517   3.9339107   3.8234124   4.8862831   6.7538811   7.5106679
## 647   2.6494955   2.8361941   2.8881638   2.7317597   2.6639844   2.6131095
## 648  14.0351796  14.4978811  14.8810248  18.5592195  19.7572105  18.9142468
## 649  18.3099887  19.1991511  20.3502532  21.2710983  23.8025186  24.3081230
## 650   6.3704429   9.3757931  11.3120315  12.9389365  15.7307938  17.4331329
## 651   6.2011269   7.3210424   8.4733032   9.3023698  10.4001930  11.5002259
## 652   3.3958693   3.3435077   4.5474196   7.0700173   7.5726808   7.4725168
## 653   4.4144870   5.2626195   5.5978782   5.5296263   5.4088049   5.1509802
## 654   1.7870331   1.6904319   1.6511557   1.6864293   2.2803835   2.3161393
## 655   3.5514105   3.4219735   3.4138166   3.7517825   4.0827092   4.2133892
## 656  72.6458529  70.6887325  70.5707904  70.8575322  72.7635130  71.8476751
## 657   8.5293920   7.9652223   7.5738508   8.3286688   9.4019393  10.4174182
## 658  26.8350561  30.4130481  31.5472414  31.2981700  32.1320413  34.7441620
## 659  14.4283453  15.5140450  16.2028295  17.3630000  18.1483306  18.1618555
## 660   2.1150973   2.2900686   2.5156902   4.0828703   5.8599465   6.3375264
## 661   2.0815750   1.9480450   1.9166241   2.0075365   2.4603691   2.4934720
## 662   1.7617526   2.1668034   2.6396812   3.7682034   4.7666870   4.7588558
## 663   1.8585392   1.9851675   2.0922977   1.9775274   1.8789917   1.8544802
## 664  14.8951441  14.7573704  14.7201759  19.8684618  27.2893721  29.0343465
## 665  18.3863150  17.0709073  16.3433485  16.7110909  16.7356745  16.1038591
## 666   6.3392120   6.9932965   6.7059444   7.0727014   7.0195939   6.9340256
## 667   5.3422692   4.9995321   4.7688811   5.5395886   6.8624604   7.5917928
## 668   3.0307627   2.9137038   2.8647779   2.8556623   3.5689974   4.1786751
## 669   1.7552041   1.7645989   1.7679535   2.0362492   2.3331797   2.2772194
## 670   2.7303945   3.1679870   3.3375522   3.1845734   3.1126489   3.0190874
## 671  11.2333544  10.7132724  10.2991930  10.1457500  12.1814938  13.1181337
## 672   1.0017144   1.1297809   1.2226776   1.1889834   1.4589145   1.8247279
## 673  30.8973952  30.8128897  30.2978823  28.7582591  27.9944317  26.9905545
## 674  25.3581889  32.0316983  31.4069138  31.2612609  38.5280544  45.4515629
## 675  10.3941491  10.2609692  10.1692114  10.7226357  11.5076606  11.3167755
## 676   5.0809850   4.9308441   4.7383265   4.6645061   4.8324772   4.9176103
## 677   2.9387234   2.7328190   2.6426418   2.5930018   2.8814101   2.8453107
## 678   4.5125871   4.9083421   5.1985147   6.4326590   6.4428830   6.2559760
## 679   4.4619871   4.8361243   5.6738856  10.2567373  14.7344986  16.7349760
## 680  15.1553566  14.3513342  13.8106102  16.2519289  27.0559630  29.8717055
## 681  28.6272150  38.9852773  44.5166001  49.7798029  55.1603316  58.3272807
## 682   6.5108837   6.3105477   6.1871634   7.3139576  10.4999888  11.6883911
## 683   4.4439004   4.2949705   4.0908084   4.4064424   5.0178272   5.0202817
## 684   3.1127159   3.0023083   2.8603043   2.7922527   2.9128499   3.0763668
## 685  11.5652184  12.8533571  16.7255145  20.3966551  20.5682939  19.5954178
## 686  14.6956383  13.6646083  13.3036803  15.4339992  20.3348493  21.0278809
## 687   1.3346512   1.4815503   1.7678325   2.8841926   4.2359921   4.5194882
## 688   3.0412097   2.9301506   2.8546588   3.0886197   3.0381607   2.9073308
## 689   1.1889367   1.2249189   1.2560590   1.3365098   1.7008947   1.7441188
## 690   9.9853310   9.3856783   9.8461331  10.9771251  10.5509181  10.2248740
## 691   7.7205409   9.3422621   9.6196028  10.4617507  11.9708177  13.0557390
## 692   7.7296712   7.6672731   9.2902509   9.9271172  11.0236052  10.7731700
## 693   5.4656113   5.8276440   5.9661951   5.9911840   7.7648008   7.5502333
## 694   3.9367210   4.2424038   4.5158462   4.4247274   5.1253176   5.3793810
## 695   6.2131977   5.8877388   6.0908400   6.7220763   7.3128457   7.0903737
## 696   0.3569326   0.3843487   0.4181081   0.4069285   0.3960128   0.4211502
## 697   9.1639971  15.1386986  20.2505512  24.0911685  29.6712755  30.9966500
## 698   3.4366646   3.2323997   3.2337141   3.6690852   4.7553714   5.1102056
## 699   0.7824194   0.7801861   0.8141307   0.9145129   1.1229006   1.2859994
## 700   5.8611455   5.5226140   5.2269113   4.9511965   4.7398716   4.5831514
## 701   4.0943645   5.0393070   5.0977673   5.4677096   5.3437893   5.2665607
## 702  17.9202277  19.4869977  19.3862250  19.5047260  20.2200013  19.3760830
## 703  20.3680160  25.6745744  26.3902118  25.4520957  24.5184896  23.4310125
## 704   5.3779626   5.0215548   4.9801998   5.9677992   6.5082923   6.2430453
## 705  20.4078841  19.6772965  19.4126129  20.1168738  20.4210634  19.8591205
## 706  14.3859139  16.3118786  17.0990288  16.8041205  19.1207868  19.0924209
## 707  10.2905295  11.1743231  11.8599693  14.8091226  18.6965681  20.3194873
## 708  18.5899957  20.6360221  22.2397499  24.6978862  27.0099825  26.9662214
## 709   3.6217598   4.0239451   4.3900138   5.4982726   6.5447323   7.8317481
## 710  10.0332305   9.7539675   9.6611092   9.6318846  10.4250190  10.4365396
## 711   6.1080135   6.1677939   6.5728224   6.8847345   7.1129517   7.1550199
## 712   3.4515885   3.8855368   4.3247559   5.3328890   6.2650986   6.4912413
## 713  17.0470092  18.3007109  24.3111367  35.8037907  43.8714472  43.1401003
## 714   7.3752434   7.0237940   7.3735934   8.9286780  10.8698294  12.1768053
## 715   8.3265269   9.8929048  10.9249968  13.8249391  17.5193603  19.0810656
## 716   2.2364531   2.9235202   3.3449412   3.9283762   3.9212760   3.7926397
## 717   1.5026396   1.8829065   2.1501368   3.5350121   5.2695906   5.8531696
## 718  94.0221920  93.5885466  90.3685180  85.8666616  82.2995715  78.6315046
## 719   2.6709047   3.2378112   3.8349939   5.1473722   6.2101448   6.6100122
## 720   2.5456347   2.4298242   2.5371454   4.3319065   5.1313329   5.1910119
## 721   7.0859288   7.1397948   7.4441142   9.4134098  12.1322551  12.7809605
## 722  12.8164093  15.4037268  16.1793370  16.4229099  16.4965920  16.5933892
## 723   4.2184615   3.9847203   3.8871454   3.8752198   4.1737326   4.2465964
## 724   3.4445649   4.1188121   4.5426254   5.8928787   6.1210292   5.8961782
## 725   4.0124558   4.5161623   5.5412042   7.4347381   8.6421176   8.4100152
## 726   3.6739821   4.3685908   4.9465806   7.0224647   8.7573959   8.4999047
## 727   6.4002151   8.7828448  12.6230831  16.7808718  20.5383499  22.4249368
## 728  16.3672864  20.0635090  23.2199735  26.9770509  29.4999292  29.8203548
## 729  23.5779379  25.8118744  30.7993101  31.3650664  31.5517836  34.0955165
## 730   2.5503113   2.6392851   3.0261613   4.0466859   4.7498994   4.7105604
## 731  23.8528360  30.7108497  34.7575616  38.9272246  45.2616060  48.2271193
## 732   4.3643308   4.1380152   4.4728095   4.6981396   4.9212272   5.1788346
## 733   8.7695427  10.5068687  10.5690201  10.9652500  10.6732263  10.2247117
## 734   3.1126670   3.6494595   3.7918047   4.0144411   4.2574030   4.3626130
## 735   7.2316945   7.6859199   7.5237390   7.3430566   8.3680987   8.7259572
## 736   4.2103606   5.7039341   6.7106067   6.4488662   6.7949746   6.5805233
## 737  10.0839094  10.8517759  12.0200694  11.5069898  10.9265848  10.6311821
## 738  15.2334989  14.9583149  14.9295253  16.3096029  17.5206929  17.1256375
## 739  12.9051183  17.6642162  19.9482008  22.4158481  25.5757836  27.2204782
## 740   3.6948290   4.7683374   5.3596449   5.9298675   6.2157039   6.3273193
## 741  34.5873573  34.2465849  34.5372451  34.1267040  37.5676518  38.6664789
## 742   5.6506375   6.5734620   7.3944323   7.0252420   6.6666918   6.5715804
## 743   0.6326342   0.6291050   0.7164341   0.6884347   0.6894993   0.7046677
## 744   0.6879499   0.6889853   0.8025865   0.7736928   0.7536591   0.7452812
## 745   4.3976943   4.7230936   4.7244135   4.9727268   5.4288861   5.2132599
## 746   4.9653326   5.7792892   6.1815099   7.6174189  10.2594962  11.3208770
## 747   2.0046577   1.8842451   1.9053074   2.4110666   2.5783278   2.5037209
## 748   0.8672746   0.9312464   0.9889531   1.2517526   1.4751469   1.4639453
## 749   2.0915174   2.0899378   2.7076731   4.1648074   5.4780941   5.6297611
## 750   9.6669978  11.2010068  13.4909222  16.8154925  20.0130092  21.5962079
## 751  66.5571805  62.6341949  59.6669466  58.6358426  59.8821766  58.5342936
## 752  19.2128930  20.7549761  22.4700088  23.8493055  23.4239049  22.9263777
## 753   1.8146951   2.5382037   3.1859182   3.7391103   3.6542059   3.4842760
## 754   9.1746365   8.5564407   8.2823409  10.5515233  13.6743448  15.3848388
## 755   5.5843156   6.4460355   6.7646096   6.6699602   6.7468016   6.6029525
## 756  27.7242516  44.1059433  56.6441441  76.6484720  94.9002417 101.9372713
## 757   2.2688849   2.9647381   3.4653010   4.0310628   5.2316241   5.6286205
## 758  34.5576597  34.2610089  32.9449869  31.7050536  30.6614575  29.8375651
## 759   0.4443711   0.4439617   0.4812011   0.6200627   0.7843340   0.8785657
## 760   6.6395106   6.8291510   7.2491623   8.1758797   7.8972810   7.8747137
## 761  16.8911405  16.1484393  16.9835603  18.1683984  17.4887197  16.8189620
## 762   1.4349029   1.6305303   2.0252002   1.9945702   1.9862831   1.9690209
## 763   0.7029622   0.9274981   0.9995316   1.0329169   1.1174332   1.1023193
## 764  11.2535846  14.0420103  15.5088121  16.7815042  17.0409147  16.4548944
## 765  11.5018572  15.8918307  18.0334733  20.6262206  23.1531474  24.2241505
## 766  23.2940309  21.8249819  20.9222657  21.6364256  21.7585538  20.8347125
## 767   1.4275283   1.4948816   1.7161360   2.1667330   2.6593737   2.7014452
## 768   2.4636540   3.1334353   3.3794335   3.6596823   4.2353505   4.5201746
## 769   2.4478676   2.3051783   2.2639482   2.2453432   2.6237957   2.8109874
## 770  16.3939930  15.5100883  14.8624487  14.1649772  13.9869427  13.3599488
## 771  13.0614751  16.6514259  18.5084813  20.1399699  21.4529759  22.2549215
## 772  30.0937618  28.1736353  31.2378194  36.8049642  38.4293554  41.0034066
## 773  17.9015170  20.4185551  21.6502011  22.5048524  23.0762090  23.2439770
## 774   3.4618356   3.2762517   3.1547239   3.1268534   3.2664633   3.4147098
## 775   0.7106875   0.6650974   0.7611544   0.9882052   1.1284641   1.1381815
## 776   0.8907651   1.0525190   1.5202027   1.9233618   2.8883777   3.4751266
## 777  12.1551621  14.2702784  15.8482415  17.8336205  20.5431119  21.7503208
## 778  22.1960322  21.1239421  20.7693023  25.6910758  31.3638413  31.8904253
## 779   3.0732387   3.3916089   3.6632694   3.4672266   3.3214253   3.1862935
## 780   0.8184898   1.1421090   1.4281176   1.4424747   1.4294569   1.4536416
## 781  13.0763596  12.2510400  11.7852258  12.7940816  15.8242458  15.7778065
## 782  29.5716152  29.0506677  27.6511372  27.4846634  29.5218022  29.4692798
## 783   2.2449918   2.3400786   2.3296209   2.2598080   2.1591197   2.2746381
## 784   6.2836384   6.4289586   6.3648635   6.4639173   6.8663698   7.3091568
## 785   0.9504481   0.9224765   0.9405294   0.8955987   0.8513621   0.8805028
## 786  22.8064680  21.3693170  21.1376523  22.0849036  22.1089222  21.2191716
## 787  10.4093360  11.9157143  12.9856453  13.2742608  13.1933587  13.2771518
## 788   3.0398129   3.3563487   3.3818531   3.2243797   3.3685891   3.6037152
## 789   8.0879412   8.5948149   8.8351373   8.3932564   9.0165577  10.5373504
## 790   7.1207369   7.7795415   8.3321149  10.0031787  12.2775465  12.7922929
## 791   6.9407266  10.9973752  13.6123296  15.8232612  18.7765521  20.9004247
## 792   2.9538250   3.1400107   3.1706753   3.1249577   3.1245330   3.1973887
## 793   9.6646671  14.4350305  15.8786806  19.1925178  22.0676560  22.9752816
## 794   4.2677770   4.9581862   5.5922532   5.7274690   5.6746645   5.5899812
## 795   2.0885401   4.2241418   6.2795591   6.2272439   5.9846791   6.2893167
## 796   1.7540126   3.1797312   3.4158848   3.4439697   3.8287898   3.9396643
## 797   4.6148532   4.2977137   4.1051563   4.1305487   4.0676161   3.8765270
## 798  17.8477445  21.2214453  22.8465418  25.7383350  28.4036890  30.2240990
## 799  37.9520757  38.0373810  36.5006017  37.9619398  41.5748293  43.3459610
## 800  27.7504932  26.1757958  24.7729732  23.7108012  24.0622295  24.1658512
## 801   1.5097156   1.4280919   1.3680299   1.4581435   1.7425773   1.7979669
## 802   8.5964104  10.2051213  11.7982280  12.4386748  16.9935999  20.7538784
## 803   0.4741259   0.5642080   0.6639250   0.7335782   0.7554114   0.7218624
## 804  17.7794214  18.6542430  18.9204599  19.1631850  19.9111292  20.1885322
## 805   2.3045196   2.1929586   2.1421164   2.0699960   2.1514490   2.0897299
## 806   3.8980697   4.4215068   4.6181661   4.8873034   5.2208233   5.5493879
## 807   2.3033964   3.0252326   3.3165964   3.2735147   3.1583016   3.0287168
## 808   6.0650242   7.4204803   7.8601001   7.7407479   7.3928343   7.2345935
## 809   9.3213944  13.2889610  14.6480843  15.2414717  17.0757187  18.4014117
## 810   3.1244899   3.4851678   3.4294653   3.3030006   3.1496052   3.1368817
## 811   7.6114824   9.9218837  11.2272619  13.3828221  16.1665607  17.5274405
## 812   2.8589589   3.5947901   4.7145378   4.4851696   4.2555723   4.3416856
## 813   5.6394039   5.7393971   5.8986956   6.4062240   6.6859622   6.4092203
## 814   7.5533260   7.0410303   6.6598335   7.0413686   7.9050451   7.6917240
## 815  22.4614969  25.4063755  26.5353090  32.2996354  37.2974963  37.0946988
## 816   5.1905436   5.3418603   5.5991655   6.1800265   6.4596201   6.1962008
## 817   1.9352497   1.8837545   2.0261965   1.9781234   1.9597741   1.9213205
## 818   3.3790857   3.7300535   4.4557389   4.2903047   4.1768581   4.2098429
## 819  25.1857702  26.2374383  25.3083920  24.4959607  25.7932291  27.4387849
## 820  12.2242029  13.0641787  13.4021041  12.7658192  12.9277095  12.3744096
##        wk_sd_48    wk_sd_52     wk_sd_92
## 1    13.2119362  12.7368872   13.2579025
## 2     5.6537878   5.4598054    7.5980797
## 3    11.3128848  10.9918028   12.7460414
## 4     9.1381752   8.9499197   37.8052706
## 5    14.4859011  14.0554047   21.4306936
## 6    13.1524729  13.3284203   13.2000340
## 7    13.6088034  13.1582762   20.4690884
## 8     7.1025422   6.9085949    6.1873610
## 9     8.5454068   8.5122524   13.0118493
## 10    5.6966556   5.5089856    5.7734469
## 11    0.9459897   0.9087495    0.9527432
## 12    5.0110957   4.8237926    5.6022326
## 13   27.0913908  26.2747192   32.8451733
## 14   50.1787914  48.4932532  100.2747760
## 15    2.8302345   3.0341167    4.2188433
## 16   21.0019344  20.2270169   21.1306047
## 17    8.0227611   8.9269072   10.3662098
## 18    8.9291261   8.7204749   14.2328712
## 19   20.3462729  20.2748185   20.7342902
## 20    2.8857108   3.6826470    5.2449391
## 21    5.7402960   5.5464783    5.3822371
## 22    1.9565845   2.0684743    3.7781382
## 23    9.8485446   9.6759405    8.8652994
## 24    4.8346789   5.2625291    8.6504406
## 25    9.0556173   9.5433861   11.1494259
## 26    6.4847062   7.7290651    8.3659028
## 27    9.9900370  10.3037424   11.6797642
## 28    2.6247984   2.6075797    3.1900263
## 29    6.9970820   7.1758599    8.7374102
## 30   13.6900707  15.4829324   22.4657282
## 31   12.2597516  13.2463324   25.3901647
## 32    9.7258701   9.8516831   13.2906943
## 33   24.8878644  30.9699420   56.9752009
## 34    3.0698031   5.4532880    7.1451550
## 35   43.1060590  46.7363125   52.6819068
## 36    3.3652741   4.3190737    5.2325625
## 37   22.0939860  23.4706823   22.1157968
## 38   11.0100512  10.6923974   10.3454821
## 39    9.9411941   9.7649116   12.7623809
## 40   35.2581308  35.1910214   42.2315242
## 41    0.4884865   0.4749768    0.7895153
## 42   30.9017337  30.9483912   38.7502609
## 43   11.7316475  11.3787910   15.3614838
## 44    1.5272208   1.5744366    6.1994139
## 45   13.3626098  13.2328895   13.5123179
## 46   21.0980252  23.9823590   29.2799542
## 47    1.1515500   1.1230557    2.3358403
## 48    5.1784677   5.0037392    4.9001381
## 49   15.2681576  14.7285749   13.8887300
## 50   22.1863632  22.5807954   33.2514034
## 51   12.0090151  12.0276787   18.6354352
## 52   52.1306604  54.6339820   68.1916961
## 53   21.3113473  21.2051416   35.9281725
## 54   16.4464409  16.4832927   16.7702751
## 55    7.1489167   7.0405099   10.0905679
## 56    4.5152632   4.6411375    5.0268134
## 57   19.6930849  20.5997623   21.4265482
## 58    4.7544426   4.7297024    6.9916289
## 59    9.3849698   9.3398306    9.6189921
## 60   10.3763576  11.5461786   16.2838804
## 61   17.9933339  18.5231161   23.3426372
## 62   27.1126266  27.3371094   46.1743421
## 63    9.1833804  10.9925867   13.2964051
## 64   10.2972693   9.9550049   14.1230061
## 65   15.2316696  15.8074022   24.1921258
## 66    2.7263659   2.6425427    2.7117221
## 67    6.1401143   7.2036091   10.2353059
## 68    8.3753257   8.0485202    9.5176727
## 69    7.0194173   6.7730842    8.3421197
## 70    3.6895997   3.7622601    4.6493511
## 71    9.3034524   9.6897931   14.0394534
## 72   11.7409376  11.3482431   12.9275002
## 73   26.3919484  26.5183188   33.9657111
## 74    2.7245411   2.6926839    3.9036525
## 75    2.0578825   2.0115141    1.9027836
## 76   17.9859598  18.2665918   19.6602692
## 77   18.9085253  19.1690667   19.4971018
## 78    6.9192362   7.8832402   10.6268818
## 79   41.0603655  44.1780702   48.7743717
## 80    6.4214864   6.4036844    6.0375837
## 81    3.0393028   2.9684050    3.3058753
## 82   39.6049530  40.5856409   37.4824401
## 83    7.6174494   7.6079490    9.8545421
## 84   11.6183056  12.1416629   20.8301315
## 85    6.0603063   6.3040802    7.6664017
## 86   15.1057391  15.2179928   21.4048923
## 87    7.4321346   7.1472436    6.2313076
## 88    3.2435136   3.6930878    5.3886968
## 89    6.4958812   6.3638075    6.3087699
## 90    7.2527786   7.0067450    7.1101841
## 91   12.7767670  14.6981348   13.6761900
## 92    2.0470855   2.1036696    2.1979511
## 93    3.5295738   3.5398639    4.5928362
## 94   11.8175802  11.4075927   15.1081101
## 95    6.7115408   6.6537481    7.3750367
## 96   19.3185721  20.8456309   29.6093988
## 97   20.3199705  23.1095960   24.1728523
## 98   32.0397498  38.7925527   63.5104255
## 99    7.6842534   7.5942008    6.6370472
## 100   1.9281213   1.9158817    2.9999143
## 101  66.6351941  66.7279912   92.4268714
## 102  27.9725026  27.0392409   42.8700616
## 103  67.4243327  65.6722363   69.1042029
## 104   5.2910172   5.1057152    8.4247428
## 105   5.2637759   5.7456811    9.5864642
## 106  10.3945595  11.9166799   25.6148957
## 107  10.3305756   9.9604951    8.4652741
## 108   7.7340143   7.7845212   11.2241760
## 109   4.8678605   4.6964213    4.2299865
## 110   1.0103232   0.9718579    1.2215956
## 111   9.2935906   9.4011659   10.1785564
## 112   2.1232280   2.1671004    6.1434570
## 113  36.0182002  34.7325065   33.6728937
## 114   2.9188729   3.7167275    4.1360949
## 115  10.0009489  10.3765689   13.9829118
## 116   4.9291873   4.7775538    6.5325150
## 117   4.3161648   4.7678162    4.9866596
## 118  41.5693829  39.9910201   42.8998074
## 119   1.3049607   1.4596099    3.1938133
## 120   4.7471558   4.5908238    7.9625983
## 121  35.8821360  36.7635301   44.4215565
## 122  40.5556090  40.1637756   49.6261985
## 123  21.6056036  22.9278469   24.4912991
## 124  11.8566806  14.1975931   24.4571136
## 125   7.4708260   7.1917912    7.5983552
## 126   2.8849846   3.5964536    3.4443152
## 127   0.5401398   0.5523503    1.2359130
## 128   7.4607527   7.2238281   12.8835647
## 129   5.6777552   5.8578044    5.3866282
## 130   1.7965663   1.8337437    3.3355583
## 131  28.7506021  30.1026005   50.0644277
## 132  16.0864429  17.6067223   25.3136014
## 133  15.8069969  15.9587602   21.2873206
## 134  42.5491135  43.1283171   44.9156591
## 135  13.1548506  13.2872515   17.7588677
## 136   1.6893011   1.7894115    2.9582877
## 137   3.5968451   3.4767006    9.0585037
## 138   4.4178799   4.7070662    4.9895884
## 139   4.0836397   4.9920221    5.8323024
## 140   6.4326439   6.2229763    9.7029927
## 141   8.8172019   8.6197702   11.1466465
## 142  41.6560198  41.5655523   43.6532204
## 143   4.8587064   4.6915371    6.0568380
## 144  10.9109364  11.3108635   18.1917146
## 145   6.1585091   7.0382280    7.8933710
## 146  66.8288655  66.3830115   52.7772464
## 147  28.7576887  28.6060381   31.1683767
## 148   4.2360502   4.3500582    4.0067969
## 149   7.8011145   7.6992999    7.9627229
## 150   4.7718566   4.6195036    7.0521617
## 151   8.9482060   8.8019609    8.0357821
## 152   2.3864894   2.3227108    2.3679033
## 153  22.1270938  21.6383221   31.2312651
## 154   1.1258269   1.1854764    1.5062602
## 155   9.6971969  10.0090145   10.1345367
## 156   2.2635086   2.2613620    3.9598437
## 157   7.1206331   8.1088963   18.5664691
## 158   9.8045092   9.8596606   11.0179175
## 159  27.6848193  26.7878740   24.1486108
## 160   2.8885697   2.8318610    2.6278395
## 161   3.2874856   3.3557905    3.4707624
## 162   4.5154473   4.5460530    5.9724100
## 163   0.9041440   1.1670601    1.7521249
## 164  10.5309344  10.5675097   12.3416985
## 165   1.2712145   1.2570129    1.2042291
## 166  13.2581178  12.8322532   24.7354490
## 167  13.9539321  13.3988401   12.1045781
## 168  66.9117090  66.8670584   70.4513573
## 169   2.6333909   2.8103214    2.6058827
## 170   4.2802135   4.1494012    5.7200455
## 171   6.5276716   6.4961745    8.2239047
## 172   6.0110748   5.9354025    8.8730066
## 173  22.1997257  22.3952979   29.9141582
## 174 109.1940778 110.7996638  124.0924920
## 175   0.9749202   0.9654096    1.5973401
## 176  21.8168964  21.6684772   38.2852586
## 177   2.0920155   2.0718379    4.4334695
## 178   2.6547728   2.5577578    2.3328152
## 179   6.9454729   7.1057203    8.1746341
## 180   6.6974866   6.8171541    7.2822273
## 181  11.2114190  11.2210240   15.2101466
## 182   6.0581027   5.8242947    5.4706371
## 183  24.8726969  24.0049754   21.9249203
## 184  34.6983168  34.5354432   48.9180309
## 185  23.4240236  22.6472093   20.4413798
## 186  18.1988811  17.6238379   15.8017336
## 187  74.0860320  77.8292458   87.9277051
## 188   2.6012999   2.5538484    3.0762325
## 189   6.1179014   6.0127489    6.6850912
## 190  61.3882104  60.8587535   65.2689937
## 191   2.4866202   2.4289078    2.5094087
## 192  19.4089339  19.9914848   24.3610850
## 193   7.2180489   6.9821886    9.6729737
## 194   1.2766711   1.2324211    1.7247217
## 195   4.2280273   4.1722597    6.2867103
## 196   3.8737635   3.8463581    5.4381171
## 197   3.3508671   3.2382953    3.1098582
## 198   1.8524169   1.7941770    1.8859537
## 199   6.6885666   6.5201366    9.8592414
## 200   7.4573165   7.1936514    8.2268181
## 201  28.1967629  28.9221670   37.4728133
## 202   5.1208351   6.1956549    5.6583078
## 203   3.5355933   3.4935273    5.0098045
## 204   5.7776094   5.6368060    5.9247704
## 205   6.5982916   8.7429784   11.5391043
## 206  19.5615093  19.5360716   26.6319857
## 207   7.0497834   7.0002486    6.3279707
## 208   4.4916733   4.3409117    5.7501115
## 209  15.3910970  15.1988336   21.6349262
## 210  15.8873225  19.6440194   21.7025682
## 211  28.8329337  29.2121261   34.3424757
## 212  14.4788064  16.3048807   45.0456898
## 213   6.4918480   6.3992825    7.2265804
## 214  17.5430338  17.0690881   25.0702480
## 215  19.0465827  18.5035273   17.1201534
## 216   2.8376858   3.1066135    5.6603048
## 217  11.8739424  11.7465578    9.7837563
## 218   5.8153172   5.8565285   10.5527080
## 219  42.3293481  41.1851185   36.2229495
## 220   2.7874932   3.0906049    5.7044630
## 221  10.6524894  11.3808456   20.1460803
## 222  13.0794912  14.5842073   16.2504141
## 223   0.8076535   0.8515983    1.2602871
## 224   1.3553250   1.4211090    2.2988768
## 225   2.9045513   3.5204757    4.5679901
## 226   7.0949241   6.8156503    6.5012661
## 227  18.3628163  18.0207598   16.9122699
## 228   3.3417919   3.2362492    3.8076435
## 229   4.6086818   4.7732611    5.1530800
## 230   9.3078583   9.2955046   10.6743004
## 231   4.2129029   4.1864389    6.1062446
## 232   5.9501960   5.8011505    4.9599613
## 233   6.5253374   6.5535983    6.7355094
## 234   5.7702016   5.6891562    5.2218970
## 235  29.1560637  30.7682940   50.0751084
## 236   6.8799275   6.9523976    6.1635556
## 237  20.8641015  20.2327243   22.3579333
## 238   3.2033890   3.2090702    6.3376115
## 239   1.9939024   2.4591153    3.5880092
## 240  15.8906923  15.5906787   12.8471250
## 241   7.1788127   7.1941468    8.1517829
## 242   5.2260163   5.0661483    4.4797889
## 243  25.9054867  25.4626342   30.6352145
## 244   3.0655178   3.0486406    3.5450131
## 245  12.4592322  12.5998800   12.6106338
## 246  29.2634515  28.8869130   27.6505217
## 247   7.8137678   7.6419544   11.5185442
## 248   8.1397157   7.9754194    9.9838507
## 249   4.0399289   3.8893070    4.8611503
## 250  13.9823850  16.8157034   46.8613694
## 251   2.5687843   2.5198410    2.5756653
## 252  35.6129012  35.3364353   48.9946058
## 253   2.6530692   2.7231122    2.9443378
## 254  34.5520831  33.9657389   31.8513424
## 255  72.5292983  72.2353414   79.4560121
## 256   9.6968161   9.3654956    8.4198073
## 257   9.1779965   9.1489644   10.6317028
## 258   5.5252172   5.8250496    5.4573350
## 259  13.5299159  17.9878432   64.6864908
## 260  18.0110617  17.7130471   23.1955336
## 261   6.6528668   6.4587423    8.3545742
## 262  40.7145247  39.1995038   49.4505531
## 263   1.9618396   1.9030529    3.4051695
## 264   5.0731959   5.0806436    5.0920219
## 265  48.0221067  46.3813852   74.0019347
## 266   4.0360426   3.9831866    3.6259250
## 267   2.7078864   2.6933460    3.7790610
## 268   2.8809848   3.8615434    8.1326459
## 269  14.5306771  14.8013017   20.3873335
## 270   2.6139734   2.5803886    2.7832960
## 271  21.2170247  20.3731273   21.4126977
## 272  19.0441851  20.6981877   24.1323520
## 273  46.9306496  47.5600917   60.7967772
## 274   6.4498729   6.3107079    5.6112113
## 275   2.3144149   2.7060425    3.5128251
## 276   9.3456895   9.1760909    8.0369233
## 277  10.5220802  12.8012429   15.3421325
## 278   1.7652092   1.8954192    2.1020188
## 279   0.9918941   1.0912703    2.3557620
## 280  36.2090758  35.4213035   43.8343108
## 281   5.2496539   5.1924145    8.3141230
## 282  17.2805110  16.9380433   18.7788086
## 283  15.1169196  14.6527702   12.8605062
## 284   0.9327390   0.9369685    0.9741092
## 285   3.2909345   3.2953550    4.0926920
## 286  23.2088450  23.7807133   25.9991429
## 287   6.6542825   6.7181296    8.5099507
## 288   7.5502955   7.2548800    8.9995303
## 289  13.9256033  14.3133620   19.2692216
## 290   6.1470476   5.9050014    5.5376548
## 291  20.2423209  19.9495455   24.2323865
## 292   1.7852051   1.7491789    1.6990503
## 293  23.2292871  23.6156390   33.0618616
## 294  12.1879579  12.5004061   16.5364254
## 295  14.8523390  14.5674147   18.0675122
## 296   9.0864658   8.8526373    8.6061165
## 297  29.3583298  29.4563582   27.0187297
## 298  11.5413082  12.1807825   10.9770877
## 299  63.3084827  63.8491847   72.0171902
## 300   4.3632812   4.3644740    6.2009348
## 301   8.2900957  11.2766550   27.4765469
## 302  13.4633601  13.0355415   15.1090236
## 303   4.7456601   5.1137724    6.7337465
## 304   9.2945607   8.9445530    9.5145032
## 305   1.7290544   1.7352154    1.8055077
## 306   3.3685908   3.2808972    3.0228834
## 307  24.2032187  23.9292366   23.3645551
## 308   5.3721286   5.1735527    5.7854503
## 309  38.0977847  37.0884857   32.6997660
## 310   2.9090779   3.0157205    4.9967949
## 311   5.3561486   6.3259275    7.4417402
## 312   5.7457584   5.5466723    6.6424621
## 313   3.8242058   3.9055145    4.0915153
## 314   1.7160135   1.8327949    5.1092616
## 315   5.3294785   5.6602785    5.8504943
## 316  26.9015246  28.2403227   28.4100163
## 317  30.3223155  30.2254970   35.0644800
## 318   2.4193797   2.3900498    2.5245643
## 319   3.4775882   3.9958979    5.6368860
## 320   6.2314046   6.0974925    8.1784545
## 321   5.0425176   4.9204158    5.1745788
## 322   2.7155141   3.2730280    7.3350050
## 323  18.1084704  17.4575594   13.8614841
## 324  24.7220083  24.5786826   25.0307584
## 325   1.3597944   1.3466575    1.8340616
## 326   3.9500605   3.7931017    3.0368629
## 327   6.4341170   6.1929563    5.0808186
## 328   5.6140394   5.5396912    5.2056527
## 329   6.8800536   6.7575440    8.1754215
## 330  15.2450343  15.8282236   15.6642098
## 331   2.0592594   2.0058993    3.3653461
## 332   3.0607655   3.5069873    3.2022363
## 333  17.9884901  18.2557484   27.0479047
## 334  17.8347007  18.0408228   26.6711505
## 335   8.2267984   8.4495758   12.5115905
## 336   2.5731042   2.5128700    2.2524071
## 337  12.2648451  11.9190482   12.1901056
## 338  22.5709819  22.8939927   24.8257891
## 339   2.3810434   2.3099172    2.0251626
## 340   9.2476792   9.0766454   10.1509869
## 341  15.9304513  16.8614011   22.5103278
## 342 107.5448887 108.6710296  140.1380327
## 343   4.3921059   5.1372983    7.0566316
## 344  19.5246957  19.0805678   20.2224960
## 345   2.4713321   2.4125501    3.3007917
## 346   6.8343558   6.8130853    5.9243329
## 347   1.0587190   1.0527150    1.6290449
## 348  35.3704386  34.2339710   34.9797995
## 349  27.3474542  26.5178126   29.3248741
## 350  21.8025109  21.1657619   19.8156618
## 351   6.7865536   6.7343032    9.4729872
## 352   5.9919512   6.3834330    6.7810614
## 353  12.5145144  12.6440004   12.2841497
## 354  26.4697543  26.1358568   26.7094581
## 355   2.9648773   2.8494466    2.7245425
## 356   3.8124981   3.7134348    5.0686372
## 357   2.8631918   3.1282442    4.8229651
## 358   9.8655249   9.7401164    9.6928917
## 359   1.7295810   1.6598626    1.8058121
## 360   1.2545367   1.4293338    1.6837495
## 361   4.3652340   5.4409643    6.8758941
## 362   2.6889714   3.1185358    4.8842480
## 363   3.9008059   4.1638361    5.4537919
## 364   1.8338294   1.8056611    1.6990479
## 365   8.6688322  12.9142131   24.5113751
## 366  42.8630885  42.2330244   59.0374230
## 367  67.7601453  65.9540175  114.3880510
## 368  69.5657473  68.5793301   68.6401761
## 369   1.0947796   1.3966019    1.8351831
## 370  13.0217049  12.8544317   13.6834352
## 371   3.9459764   3.9016210    5.5701638
## 372   3.4414578   5.2943495    5.5101260
## 373  17.9818536  18.7464473   22.7402691
## 374  11.7531150  11.6932328   14.2346332
## 375   2.9120294   3.2165104    5.0556497
## 376  44.4381070  43.8775979   51.1420488
## 377  14.6756414  14.1725402   12.8966219
## 378  10.8616123  10.7088456   11.6530291
## 379  17.2084007  22.7446098   41.8800213
## 380   3.7958924   3.9502602    9.1443996
## 381   5.0769652   5.3641542    6.4667397
## 382   8.5274844   8.2966904    9.2176912
## 383  32.3840410  41.1304863   50.9155538
## 384   5.7533271   5.6199604    6.3892001
## 385   1.6119131   1.5614437    2.0395140
## 386   4.2408748   4.2875985    4.6642125
## 387   4.0632354   4.0410828    3.8857274
## 388   1.5079924   1.6772163    2.8158759
## 389   7.4142693  10.5715128   14.6270371
## 390  17.8706463  17.2063053   17.2959619
## 391  11.7959095  11.9483894   14.8213593
## 392   7.3793357   8.6124982   12.4458656
## 393  10.5929406  10.6106962   12.5973701
## 394  52.5001748  51.2675667   60.4712459
## 395  47.1421351  49.5082724   58.7828019
## 396   7.6640433   7.4416555    8.6595730
## 397  14.3176979  14.6815343   20.0143167
## 398  12.2322007  11.8804618   16.7070003
## 399   1.2525059   1.2456539    1.3887568
## 400   7.0704648   7.4092436   11.3939939
## 401  10.2563624  10.3137811   14.6271337
## 402  16.3457768  16.3467266   14.1219459
## 403  11.3871882  11.6228692   24.4336987
## 404   6.8285620   6.7945890    5.8362325
## 405   3.6961219   3.6080484    3.8280098
## 406   9.3651730   9.2433990   11.5348872
## 407  23.2821314  22.4022148   21.4054173
## 408   5.4241344   6.2938256    7.0396065
## 409   4.4699592   4.4531734    3.6487084
## 410   2.8153607   2.8458599    2.5588964
## 411   3.2671175   3.4251581    4.3041539
## 412   4.8296611   4.7017039    5.5999909
## 413   3.8805908   4.1507361    4.8939224
## 414   1.6869307   1.6502282    2.0896028
## 415  11.5089909  12.3472442   15.7283598
## 416   2.0501006   1.9781580    2.0965816
## 417   1.2460240   1.2123018    1.2155666
## 418 122.0144017 122.9931368  146.9311754
## 419   7.4675433   7.2283136    7.4531473
## 420   1.3261871   1.2902956    1.1972830
## 421   7.4449034   7.2390007    6.6654161
## 422   6.4922009   6.8913365    7.4499006
## 423  53.5545651  52.0662307   64.7372930
## 424   3.7827466   3.9925269    3.7234688
## 425   2.9099855   2.8111263    2.5250514
## 426   4.7040054   4.5254949    3.9494336
## 427   3.1865372   3.0752517    3.8687739
## 428   2.4900341   2.4567077    2.8784863
## 429   5.3578208   5.6606242    7.6590718
## 430  21.0638874  21.5021514   34.6915509
## 431  13.7228592  13.5631538   12.0003516
## 432   1.0915623   1.1030853    1.5158358
## 433   1.1891465   1.2101117    1.5019583
## 434   1.1639234   1.4159633    2.9663035
## 435  19.5354843  19.8154194   19.5045623
## 436   7.2942515   8.2810217    7.9998508
## 437  26.3055816  25.4892084   32.7642337
## 438   5.0082622   5.2502011    6.1496284
## 439  19.7053863  19.3903332   26.4541558
## 440  12.7507015  16.7243663   19.5459011
## 441   9.0570416   8.7919808   11.6231572
## 442  19.1092901  18.6946766   17.3164594
## 443  56.2372162  58.9870751   98.6308844
## 444  29.9562395  30.3314701   47.3098336
## 445   4.8141489   4.7784027    6.9545155
## 446   3.3744191   3.8081993    4.3948559
## 447 117.8657412 127.8521596  178.8922103
## 448  18.0423608  17.3358693   17.9383675
## 449   3.2717881   3.1465857    5.4280948
## 450   6.8020431   6.6709115    9.5565634
## 451   1.5337995   1.6431905    1.8227101
## 452  10.5217121  11.0552884   15.3075558
## 453  10.4012368  11.5462832   14.5239943
## 454  21.1158643  20.8621653   24.7269925
## 455  11.9091598  11.5386228   10.5959101
## 456 150.7555487 150.7241644  199.3835821
## 457  10.2756206  11.0902195   12.4516830
## 458   8.4380592   9.1555881   12.1855508
## 459  63.3350555  60.9699904   57.8098060
## 460   2.7015861   3.0383335    3.6647539
## 461   3.3298025   4.0097621    6.0569529
## 462   8.7073780   8.8060412    9.9557552
## 463   3.9031223   3.9433733    7.3059241
## 464   2.8978616   2.8483896    2.8677714
## 465   6.8150488   6.6868776   10.1196011
## 466   3.4544377   3.3284352    3.1504434
## 467  30.2558758  30.8238794   45.6067600
## 468   6.5152885   7.3503997   10.5324106
## 469   2.6429292   2.8990887    4.4468679
## 470  19.7444825  20.7317114   42.6705124
## 471   8.1853009   8.0092492    9.6817672
## 472  19.1398398  18.3941583   28.8206389
## 473   1.4440995   1.5011725    1.4811232
## 474   6.6685578   6.4985795    8.5560028
## 475  34.7032635  34.1354283   47.1754561
## 476  59.1651050  58.0634822   91.0382206
## 477   2.9325365   2.9466918    4.3163961
## 478   4.5093469   4.5011923    4.3550625
## 479   2.6585649   2.5525560    2.0769775
## 480  65.6776094  66.2732765   77.9167729
## 481   4.7547374   4.8500412    6.5915428
## 482  85.3183485  86.0358066  130.3407959
## 483   2.9805697   3.4257635    3.8783566
## 484  14.5067773  14.0036355   11.9165295
## 485  11.8597870  11.7386395   10.4202643
## 486   5.4779133   6.8578051    7.8377956
## 487  74.0319484  72.1460823  110.6635339
## 488  21.5453470  20.7454509   19.1072780
## 489  24.4941967  24.9148997   49.3968025
## 490  68.0253289  67.2158621   90.3605783
## 491   8.1202506   8.2740040   17.1652733
## 492   9.8731400   9.5039959    8.6282976
## 493   3.0530321   3.0536421    3.6767788
## 494  32.1984031  32.8678978   37.5912108
## 495  26.7463180  29.8497989   38.8007796
## 496   3.0559606   3.4670597    6.8790614
## 497   2.2006167   2.7780541    6.2169853
## 498  19.6243025  20.9206658   28.2522519
## 499 121.6824375 119.2820268  134.9774393
## 500  11.4862784  11.4945513   10.8058115
## 501  20.2805950  19.7666289   32.3609642
## 502   1.9772341   1.9057533    2.3040975
## 503   8.4488802   8.1324745   12.3226957
## 504  12.1398318  11.7858390   22.1616416
## 505  42.3320027  43.2236842   68.6104730
## 506  34.9691797  35.2614951   40.5354242
## 507   5.9041451   5.7814262    8.1882788
## 508  50.5575446  50.1041776   47.6665601
## 509   4.1825520   4.2056047    6.4551090
## 510   1.7882361   1.8308793    3.0880374
## 511  16.5045116  16.4109735   17.0868186
## 512  11.2474580  12.1065764   15.6987593
## 513  17.9242152  18.9791172   16.6300707
## 514  25.0104339  25.0936883   25.2415098
## 515  45.1284008  48.5536160   64.9195746
## 516  12.7568909  14.1301550   15.8848509
## 517   1.9189859   2.0002827    2.4095448
## 518   1.8131068   1.7631870    3.0528823
## 519   4.4894957   4.6346251    4.6471220
## 520  18.3749302  17.6416652   18.1227403
## 521   7.3735844   7.3574247    8.3185166
## 522   3.5462606   3.4965603    4.4697289
## 523  13.1205326  12.9560407   15.6045571
## 524  57.6764334  60.4232161  103.9295478
## 525   4.6472265   4.4953316    6.3145320
## 526   2.7970442   2.7061051    3.9891271
## 527  98.9919352  98.4422960  123.1511497
## 528   1.4969784   1.4431050    1.3195836
## 529   9.0057083   8.9806700   11.7847860
## 530   2.7692886   2.6972843    2.4865351
## 531  18.4161481  18.3874047   26.9942410
## 532   1.1271943   1.1124617    2.0885479
## 533  81.8950177  85.0992493  137.2462170
## 534  15.8275166  16.1452418   16.2752204
## 535   3.7878566   3.7592994    3.1642356
## 536  21.0654801  20.3067529   18.8418390
## 537  17.8425296  17.7085487   19.3457877
## 538  23.8778158  23.9240438   22.2754358
## 539  14.7200640  14.1429107   17.6276346
## 540  28.3750088  28.1840888   31.5112213
## 541 765.9322849 757.8052120 1108.6574440
## 542   4.1496084   5.0714251    7.3098757
## 543  11.1879133  11.0947109   13.9567965
## 544   0.9723434   1.1358845    2.4654073
## 545   2.5419919   2.6785701    3.5562222
## 546  12.2694678  12.6567988   13.1490004
## 547   2.4813403   2.8189884    3.7278453
## 548  18.5004102  18.1865016   30.5687084
## 549  14.5809325  14.1007007   24.7105859
## 550   1.3193611   1.2940313    1.5245419
## 551   1.4653567   1.4250422    2.6690574
## 552   7.1930428   7.2632968    8.2617519
## 553  11.3066331  11.5961250   13.6303677
## 554  18.5029764  19.0381022   27.7505321
## 555   7.4140961   7.2592532   11.8087806
## 556   4.1168180   4.2038126    4.1141057
## 557   7.6645139   7.5126415    7.9463395
## 558   9.4606984  11.1212551   10.8044872
## 559  37.3645777  38.4728476   49.0361988
## 560  10.9206747  10.4997967   17.9013070
## 561   1.6607787   1.7132932    2.8446510
## 562   9.8229822   9.9798012   13.8292670
## 563   3.5863056   3.5825509    5.7031833
## 564   2.6345968   2.7218892    3.1168422
## 565   3.0793051   2.9848623    3.6445319
## 566   5.7126133   6.6217770   17.1294614
## 567  37.8657878  39.2630089   61.3829807
## 568   1.4986578   1.6209509    3.5610629
## 569   2.6673897   2.5720368    3.0168912
## 570   4.2160249   4.1052103    4.0004599
## 571   4.1211225   4.0214109    6.4109884
## 572  13.3710226  13.5350845   18.2610403
## 573   0.7578875   0.7420036    0.9608925
## 574   6.6695297   6.5128694    8.5462400
## 575  18.5556176  22.5365327   24.1729029
## 576   6.0435431   5.8762397    5.5200403
## 577   7.8671618   7.6292037    9.0440625
## 578  29.0333485  32.4905536   43.3921154
## 579   3.2214809   3.3890860    5.5512090
## 580   5.4576699   6.5260532    7.0068210
## 581   2.3520826   2.7394088    6.3974505
## 582   5.0358508   4.8800937    6.1384502
## 583   6.1564172   6.1947314    6.7842388
## 584   8.0726919   7.8196797   10.2172992
## 585  28.2354654  30.7159174   31.3489522
## 586  62.9942997  63.4093907   90.8082520
## 587  15.7913593  15.7835151   25.0697874
## 588   8.5767993  13.0519837   12.5418063
## 589   1.3085930   2.0251070    4.8455256
## 590   5.6633359   5.7813175    6.4325759
## 591   2.2600035   2.2843350    2.3549431
## 592  14.9311426  15.5652625   22.5355706
## 593  10.3857348  10.0342970    8.8811251
## 594   3.8539442   3.7949673    6.2831443
## 595   7.6212062   7.4310609   12.5529134
## 596   3.2424442   3.5217282    4.2987679
## 597  20.4926809  30.7281863   59.3227258
## 598  27.1343745  26.3634154   29.1266039
## 599   9.0947577   9.0557205    7.5848821
## 600   5.1096063   5.0998106    4.9631211
## 601   6.9016554   6.9410898    8.8907208
## 602   1.6819441   1.6253978    1.4961898
## 603   1.6455548   1.8240512    2.7247752
## 604   2.5500642   2.8489465    2.9441581
## 605  18.1344727  17.5828587   33.5861451
## 606  10.7592194  10.8382981   12.3160715
## 607  16.0110982  15.4760616   12.9862867
## 608  10.0133625  10.7995817   13.6696805
## 609  11.0855576  10.8545539   11.8044443
## 610  16.3364626  17.2646923   21.6588384
## 611  17.0709000  17.5251050   23.5699129
## 612  20.8842892  20.6891954   22.1746845
## 613  35.3751221  34.3764225   41.4256017
## 614   3.6834510   3.9080211    4.2205328
## 615   3.5292666   4.4015939    8.5567798
## 616  34.2584394  33.9196135   30.7174380
## 617  15.3719253  16.4256944   18.5339037
## 618   2.4116457   2.4688483    2.9079859
## 619   9.6487194   9.2876534    9.1759896
## 620   9.5678958  10.1321832   15.5744843
## 621   4.9500665   4.8393413    4.7677529
## 622   6.4875096   6.6208349    8.0305919
## 623  21.2749899  22.5119532   24.1256537
## 624   5.2155500   5.1675462    5.1922677
## 625  22.5032162  22.1111575   32.3126469
## 626   1.9877503   2.2944372    2.6783906
## 627   2.2338102   2.2557403    2.8070084
## 628  81.5670552  89.1551881  100.1189187
## 629   3.9070506   3.9228440    4.3939315
## 630   1.3755987   1.3236413    1.3241307
## 631  23.8578614  24.5934653   24.5680676
## 632  22.0048456  21.2234825   18.8763779
## 633   8.5507060   8.2770626   10.4050098
## 634   6.2390290   6.0544902    5.4293049
## 635   4.6809332   5.1802865    6.2752831
## 636   2.2931142   2.2142981    2.3987621
## 637  28.0054242  27.5574210   28.5098068
## 638   6.1731257   6.1027662    8.6555144
## 639  24.0978254  24.9495593   27.0737699
## 640   0.8564465   0.8533818    1.9283084
## 641  14.8846846  17.9703287   21.5228957
## 642  14.9328530  14.6905024   14.5933087
## 643   4.2245296   4.0911997    4.1146362
## 644  24.9988965  26.2772647   51.8013250
## 645  12.1222177  12.9052123   16.8811254
## 646   7.5053874   7.5360066   11.4664963
## 647   2.5367582   2.5013440    3.8978730
## 648  18.3666646  17.8520750   16.7204942
## 649  23.6129234  22.6932360   37.5403111
## 650  18.4090015  18.5775681   23.0553998
## 651  11.1688226  10.8024716    8.8444097
## 652   7.7886648   9.2792778   14.5338396
## 653   4.9965998   4.9612936    5.3809836
## 654   2.2478069   2.1769561    2.0481705
## 655   4.2892171   4.4022783    4.2516093
## 656  69.7341027  67.9041946  109.8504121
## 657  10.2417228   9.8922703   12.0398320
## 658  35.0677034  34.6708986   32.5621311
## 659  17.7899047  17.3177479   18.7719133
## 660   6.2330951   6.0157634    5.0277392
## 661   2.4098542   3.3539997    6.4161251
## 662   4.6295179   4.4582821    4.9728669
## 663   1.9048473   2.2085600    3.3860338
## 664  28.7765801  28.2614022   37.9426630
## 665  15.6878412  15.4311727   18.2258828
## 666   8.7538063  10.9588394   14.7455012
## 667   7.7641243   7.5890026    9.4038464
## 668   4.4111575   4.4679847    4.3980825
## 669   2.1973183   2.1740889    3.6137278
## 670   2.9348068   2.8377862    4.3663102
## 671  12.9775502  12.6157833   22.5019419
## 672   2.2129011   2.6714715    2.4643564
## 673  26.1449840  25.2633499   22.4694212
## 674  50.6404101  54.0520598   95.2644840
## 675  11.1277693  10.9575411   10.9576281
## 676   4.8902648   4.7516897    4.7648645
## 677   2.7453891   2.6531285    2.4149193
## 678   6.0238399   5.9593402   12.2087862
## 679  17.5656558  17.4538015   18.7120433
## 680  29.8844146  29.3557382   42.4774295
## 681  61.2684483  62.4763369   72.9616299
## 682  11.4346717  11.3459089    9.9687106
## 683   5.0094187   4.9710006    4.7768063
## 684   3.0606001   2.9725516    3.0260262
## 685  18.7982958  18.3207506   16.2399009
## 686  20.7762664  20.4768221   37.0127717
## 687   4.4615614   4.3438646    4.6867952
## 688   2.8097761   3.2011339    4.9927838
## 689   1.6974924   1.6496487    2.6332627
## 690  10.0028503   9.8538706   19.4597790
## 691  13.5334839  13.7999770   14.6436345
## 692  10.5753471  11.0754759   15.7586405
## 693   7.2922114   7.3934855    9.7508851
## 694   5.1931892   5.3544841    7.3958478
## 695   6.9063232   7.0402745    8.6937646
## 696   0.4136796   0.4179323    0.7993001
## 697  31.3263851  31.1667033   38.8071539
## 698   5.0404822   4.8534726    4.4519506
## 699   1.4499476   1.5526472    1.4813260
## 700   4.4271735   4.5972565    6.1393293
## 701   5.1762442   6.1048800    6.6713679
## 702  18.6602966  18.7451227   20.3153094
## 703  22.5992636  22.1627596   28.7130848
## 704   6.3900828   7.0478075    6.9215930
## 705  19.1381759  18.3973937   16.5619052
## 706  18.3758842  19.1667266   20.5376384
## 707  20.1015625  19.4988866   17.4338507
## 708  26.2687154  25.5243270   25.7363505
## 709   9.3516224   9.6309178   10.0034358
## 710  10.0315239   9.8223516   13.4741233
## 711   7.1010599   7.3564104   10.8741243
## 712   6.4002582   6.6130793    7.0907858
## 713  41.4690987  40.0987869   34.7562766
## 714  13.3343663  13.8498824   12.9552776
## 715  19.4472594  19.5427034   26.2096674
## 716   3.6513428   3.5514985    3.1209501
## 717   6.5169780   6.7535018    6.7437902
## 718  76.0914727  75.9657596  111.1528159
## 719   6.5032710   6.3171011    5.4819322
## 720   5.0829468   4.9251677    7.4232445
## 721  12.5366540  12.2323679   16.6817464
## 722  16.4782316  16.5326452   18.0737479
## 723   4.3189910   4.2307258    3.6672987
## 724   5.6638221   5.4404983    4.9497189
## 725   8.0795026   7.9840461    7.1711053
## 726   8.5093694   8.4505240    8.4919390
## 727  23.9446248  24.0702768   20.5940163
## 728  29.1344417  28.3791013   23.7208757
## 729  34.2000764  35.5487623   39.2569185
## 730   4.5379793   4.3719635    5.0903144
## 731  49.7062278  50.7548200   56.7772610
## 732   5.7325360   6.4643278    9.6282688
## 733   9.9104345   9.6457873   15.1215909
## 734   4.3479114   4.2044581    4.6468497
## 735   8.8292755   8.6406039   19.4434564
## 736   6.3574334   6.1316229    7.4636612
## 737  10.6969935  11.6068823   11.1295446
## 738  16.4619147  15.9012713   13.0470294
## 739  27.4933081  27.0389636   25.1368785
## 740   6.4548667   6.7938946    8.9943774
## 741  39.2182838  38.7959293   52.6589555
## 742   6.7294061   7.5402596    6.7699063
## 743   0.6824317   0.6590163    1.0643888
## 744   0.7187104   0.7057547    1.3534164
## 745   5.1889272   5.5925326    5.3950709
## 746  11.9453279  12.2416572   17.1133072
## 747   2.4253205   2.4944900    2.4140022
## 748   1.4314797   1.4588796    5.1239859
## 749   5.5712352   5.3893178    5.1358746
## 750  22.0271880  21.6584190   21.7567782
## 751  56.4246076  54.2560027   53.9437487
## 752  23.0473143  22.1742072   24.0699868
## 753   3.3439747   3.2160782    4.7002055
## 754  15.2230796  14.8631555   19.7543511
## 755   7.7349390  10.6700122   13.4886855
## 756 103.5562862 104.0489385  127.0856874
## 757   5.7760365   5.6585175    6.9193173
## 758  28.9032017  27.7559059   25.6735807
## 759   0.8773012   0.8438771    1.2496595
## 760   8.7563554  11.4704013   22.6429111
## 761  16.6644662  16.0419659   18.8641018
## 762   2.1365286   2.2455029    4.9189366
## 763   1.0682052   1.1047838    1.2585418
## 764  16.1742775  16.3153856   17.1143327
## 765  23.9290185  23.2349456   33.4894329
## 766  20.3744047  21.3654041   39.9081485
## 767   2.7112020   2.7767704    4.4169045
## 768   4.6975308   4.7713071    7.3811079
## 769   2.7477519   2.7425806    3.8527283
## 770  12.9457896  12.7488859   29.7697071
## 771  22.6664298  23.5130089   28.3287271
## 772  42.6905299  43.3084443   54.3585871
## 773  23.3379324  23.4617953   22.7175410
## 774   3.4499717   3.3711744    3.5329174
## 775   1.0968382   1.0622012    1.0459756
## 776   3.6833792   3.8436588    3.2408870
## 777  21.9032232  21.6180444   23.1363792
## 778  31.7050768  30.7650980   30.3635178
## 779   3.2952509   3.8202446    6.5294935
## 780   1.6200007   1.8323432    2.2689758
## 781  15.2169751  14.9576448   18.6456429
## 782  28.6197813  28.0627720   42.0374320
## 783   2.2490661   2.6820638    4.5958780
## 784   7.5980906   7.7272920   12.2270418
## 785   0.8957513   1.0165108    1.3436466
## 786  20.5105165  19.7307182   21.2647711
## 787  13.6077551  14.4160506   26.3158165
## 788   3.4725828   3.3466198    4.2520041
## 789  11.8108015  13.5294775   14.6478314
## 790  12.6171385  12.2920704   17.5871204
## 791  21.9625889  22.0650759   21.7634615
## 792   3.2015913   3.2092547    4.1689972
## 793  22.6592299  22.3130118   30.2367783
## 794   5.5358117   5.4848420    6.2736188
## 795   7.3619220  10.5974337   21.8208790
## 796   3.8631247   4.1954342    6.9425638
## 797   3.7173616   3.8003735    3.9397304
## 798  31.7032478  32.7193635   34.5580239
## 799  45.3129097  45.3846981   68.9266234
## 800  25.7229864  25.3963067   51.9809165
## 801   1.7322723   2.0372303    3.7556811
## 802  23.6969661  24.3339475   20.6364445
## 803   0.7483935   0.7649762    0.9389292
## 804  20.1285068  20.2592761   27.0536090
## 805   2.0066693   1.9693064    2.0052687
## 806   5.8155403   6.7511202    8.3680127
## 807   2.9139104   3.0478789    4.6659150
## 808   6.9779188   6.8918811    6.1666495
## 809  19.1242732  19.7028654   31.3319513
## 810   3.3590040   3.8620540    4.2543774
## 811  17.5704613  17.0311567   14.5253920
## 812   4.4381808   4.2901465    4.4354850
## 813   6.2377222   6.2798272    7.1221801
## 814   7.4075231   8.4871476    9.8894045
## 815  35.5716512  35.1042740   31.3689928
## 816   6.0348449   6.0990013    6.8315290
## 817   1.9842573   2.9347474    7.1683963
## 818   4.2883012   4.3842527    5.7949647
## 819  29.0957458  29.8642885   39.2796690
## 820  12.1463410  11.9097710   14.6225419
#Now let us combine all the new metrics to the financial information data frame

#Merge growth date with price changes metrics
time_features <- merge(growth_data, complete_price_changes, by="Ticker", all=TRUE)

#Add sd metric
time_features <- merge(time_features, complete_sd, by = "Ticker", all=TRUE)

#Combine time features to financial info
all_stock_info <- merge(final_financial_info, time_features, by = "Ticker", all = TRUE)

#Exclude the stocks that had infinite value
all_stock_info<- all_stock_info %>% filter(!Ticker %in% tickers_to_exclude)

dim(all_stock_info)
## [1] 817  82
sum(is.na(all_stock_info))
## [1] 0
#all stocks are here and no NA values, meaning we are ready to start modeling 

Initial Vizualizations

#density plot of growth rate
g_1 <- ggplot(growth_data, aes(x = GrowthRate)) + # Set X-axis as the log of insurance charges
  geom_density(fill = "darkblue", alpha = 0.3) + # Use geom_density to get density plot
  theme_bw() + # Set theme for plot
  theme(panel.grid.major = element_blank(), # Turn of the background grid
        panel.grid.minor = element_blank(),
        panel.border = element_blank(),
        panel.background = element_blank()) +
  labs(x = "Growth Rate", # Set plot labels
       title = "Density plot of Growth Rate",)

g_1 # Generate plot

#Create a function to create scatter plot of two variables 

scatter_plot <- function(data, y_var, x_var, plot_title, y_lab, x_lab) {
    ggplot(data, aes_string(x = x_var, y = y_var)) + 
    geom_point(color = "blue", alpha = 0.3) + 
    geom_smooth(method = "lm") + 
    theme_bw() + 
    theme(panel.grid.major = element_blank(), 
          panel.grid.minor = element_blank(),
          panel.border = element_blank(),
          panel.background = element_blank()) + 
    labs(y = y_lab, 
         x = x_lab, 
         title = plot_title)
}
#Visualization of possible correlations
scatter_plot(all_stock_info, "GrowthRate", "Dividend.Rate", "Growth Rate vs Dividend Rate", "Growth Rate", "Dividend Rate")
## Warning: `aes_string()` was deprecated in ggplot2 3.0.0.
## ℹ Please use tidy evaluation idioms with `aes()`.
## ℹ See also `vignette("ggplot2-in-packages")` for more information.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
## `geom_smooth()` using formula = 'y ~ x'

scatter_plot(all_stock_info, "GrowthRate", "Payout.Ratio", "Growth Rate vs Payout Ratio", "Growth Rate", "Payout Ratio")
## `geom_smooth()` using formula = 'y ~ x'

scatter_plot(all_stock_info, "GrowthRate", "EBITDA", "Growth Rate vs EBITDA", "Growth Rate", "EBITDA")
## `geom_smooth()` using formula = 'y ~ x'

scatter_plot(all_stock_info, "GrowthRate", "Earnings.Per.Share", "Growth Rate vs Earnings Per Share", "Growth Rate", "Earnings Per Share")
## `geom_smooth()` using formula = 'y ~ x'

Models

We will attempt three models: Linear Regression, Random Forest and XGBoost

#Prepaing the data

#we will save a copy of the table to use it later when comparing results
unmodified_stock_info <- all_stock_info

#It is unlikely that longName will add any value so let us exclude that as well as Ticker
all_stock_info <- all_stock_info[,-c(1,2)]

#As we already have an industry column, for simplicity let us exclude the Sector column
all_stock_info <- all_stock_info[,-3]

# We will also exclude stock price as that is the price from 09/24, in other words, the future price we want to predict
all_stock_info <- all_stock_info[,-1]
#Let us examine the correlation of the numeric values
cor(all_stock_info[,-c(1,23)]) #exclude industry and recommendation key
##                                Full.Time.Employees Dividend.Rate Dividend.Yield
## Full.Time.Employees                   1.000000e+00  0.0864376014    0.024989013
## Dividend.Rate                         8.643760e-02  1.0000000000    0.464917435
## Dividend.Yield                        2.498901e-02  0.4649174349    1.000000000
## Payout.Ratio                         -1.717085e-02  0.0296865327    0.139694245
## X5.Year.Avg.Dividend.Yield            2.689451e-02  0.4027782314    0.755690833
## Beta                                 -6.000391e-02 -0.2165663349   -0.138887069
## Forward.P.E                           3.107171e-03  0.0321051466    0.017358086
## Volume                                1.115204e-01 -0.0818747076   -0.013320196
## Regular.Market.Volume                 1.115204e-01 -0.0818747076   -0.013320196
## Average.Volume                        1.325322e-01 -0.0862178792   -0.000854569
## Average.Volume..10.days.              1.341380e-01 -0.0897109950    0.005047678
## Market.Cap                            3.367873e-01  0.0668681512   -0.052451234
## X52.Week.Low                          2.281532e-02  0.2082016006   -0.125067028
## X52.Week.High                         1.377544e-02  0.1545159198   -0.138761067
## Price.Sales..TTM.                    -1.145594e-01  0.0012547577   -0.165955980
## Trailing.Annual.Dividend.Rate         8.523739e-02  0.9941392292    0.477618241
## Trailing.Annual.Dividend.Yield        2.635291e-02  0.4223977055    0.968704257
## Profit.Margins                       -1.428893e-02  0.0151869042   -0.001448252
## Enterprise.to.Revenue                -1.265937e-01  0.0473003646   -0.075556491
## Enterprise.to.EBITDA                  7.261804e-03  0.0295829533    0.001950230
## Recommendation.Mean                  -7.301541e-02  0.1235875041    0.298912277
## Total.Cash.Per.Share                 -6.570349e-03  0.0225414880   -0.073494461
## EBITDA                                4.207427e-01  0.1313668959    0.055363448
## Total.Debt                            4.192661e-01  0.2028689100    0.241189324
## Quick.Ratio                          -6.291124e-02 -0.0877289567   -0.131399453
## Current.Ratio                        -7.604798e-02 -0.0956968538   -0.138761834
## Total.Revenue                         7.322851e-01  0.1406275706    0.074176610
## Debt.to.Equity                        1.078792e-02  0.0360630611    0.034783976
## Revenue.Per.Share                     7.903791e-02  0.1314316943   -0.043712644
## Return.on.Assets                      7.866500e-02  0.1748690303   -0.024292007
## Return.on.Equity                      7.380437e-02  0.1140741345    0.011602118
## Revenue.Growth                       -2.746784e-02 -0.0642934265   -0.107139082
## Gross.Margins                        -1.157578e-01 -0.0112247475    0.018806861
## EBITDA.Margins                       -8.733363e-02  0.2844431687    0.365969863
## Earnings.Per.Share                    1.494960e-02  0.1470203475   -0.036993168
## Price.to.Earnings                     8.896747e-03  0.0224519755    0.016582730
## GrowthRate                            1.053803e-02  0.0915315731    0.020792277
## wk_price_change_4                    -1.172305e-02 -0.0328889263   -0.034262670
## wk_price_change_8                     2.866328e-02  0.0249629774   -0.085094409
## wk_price_change_12                    1.393166e-02  0.0143641628   -0.091589589
## wk_price_change_16                    2.511336e-02  0.0880232483    0.021642361
## wk_price_change_20                    5.997650e-03  0.0931351680    0.049875953
## wk_price_change_24                    1.397298e-02  0.0471848011   -0.059468849
## wk_price_change_28                    2.981238e-02  0.0304955245   -0.132282445
## wk_price_change_32                    1.015709e-02  0.0014234189   -0.131103456
## wk_price_change_36                   -1.677346e-02 -0.0379933960   -0.169561569
## wk_price_change_40                    6.691454e-03 -0.0037835855   -0.128597727
## wk_price_change_44                    8.108092e-03  0.0172434626   -0.147847670
## wk_price_change_48                    4.964054e-03  0.0136518925   -0.150750164
## wk_price_change_52                    1.917913e-02  0.0455563630   -0.120144475
## rate_of_change_4_8                   -1.336921e-02  0.0718685961    0.194800840
## rate_of_change_8_12                  -6.504141e-03  0.0134812298   -0.008417421
## rate_of_change_12_16                 -6.943989e-03 -0.0216890021   -0.016332270
## rate_of_change_16_20                  2.527407e-02  0.0004926513   -0.006551579
## rate_of_change_20_24                 -2.536823e-02  0.0338290953    0.030714775
## rate_of_change_24_28                  8.291821e-02  0.0291430614    0.003848486
## rate_of_change_28_32                  2.688826e-02 -0.0118647940    0.008803059
## rate_of_change_32_36                  2.868466e-04 -0.0046067870    0.026295506
## rate_of_change_36_40                 -8.038581e-03 -0.0152786513   -0.014402997
## rate_of_change_40_44                  4.487635e-02  0.0120247938    0.023803012
## rate_of_change_44_48                  2.956506e-03 -0.0133026224   -0.027816823
## rate_of_change_48_52                 -3.288790e-03 -0.0297284994   -0.016305664
## wk_sd_4                               4.372187e-03  0.0785838160   -0.135550011
## wk_sd_8                               3.055627e-05  0.1020709416   -0.197195421
## wk_sd_12                             -2.342383e-03  0.1231535834   -0.238647877
## wk_sd_16                              5.212425e-04  0.1345498100   -0.251396340
## wk_sd_20                              9.982998e-03  0.1497008320   -0.260705823
## wk_sd_24                              7.212727e-03  0.1353913585   -0.267838964
## wk_sd_28                              1.163618e-02  0.1281107823   -0.258683475
## wk_sd_32                              1.293129e-02  0.1136370515   -0.239864519
## wk_sd_36                              1.014273e-02  0.1014569345   -0.212129296
## wk_sd_40                              7.324468e-03  0.0986605182   -0.193011690
## wk_sd_44                              7.370588e-03  0.1038057958   -0.190059451
## wk_sd_48                              7.100227e-03  0.1055826953   -0.190533205
## wk_sd_52                              6.442765e-03  0.1054604645   -0.192987900
## wk_sd_92                              2.372290e-03  0.0899447413   -0.174753930
##                                 Payout.Ratio X5.Year.Avg.Dividend.Yield
## Full.Time.Employees            -0.0171708527                0.026894512
## Dividend.Rate                   0.0296865327                0.402778231
## Dividend.Yield                  0.1396942445                0.755690833
## Payout.Ratio                    1.0000000000                0.122024697
## X5.Year.Avg.Dividend.Yield      0.1220246970                1.000000000
## Beta                           -0.0351676328               -0.146260664
## Forward.P.E                     0.1028222553               -0.143689308
## Volume                         -0.0091700078                0.007730325
## Regular.Market.Volume          -0.0091700078                0.007730325
## Average.Volume                 -0.0084480489                0.018710758
## Average.Volume..10.days.       -0.0071775853                0.030695288
## Market.Cap                     -0.0163924492               -0.037545264
## X52.Week.Low                   -0.0351685313               -0.120500664
## X52.Week.High                  -0.0336988034               -0.129761935
## Price.Sales..TTM.              -0.0182031038               -0.160050489
## Trailing.Annual.Dividend.Rate   0.0384536387                0.417096991
## Trailing.Annual.Dividend.Yield  0.1420716373                0.740048467
## Profit.Margins                 -0.0144133686               -0.003613173
## Enterprise.to.Revenue          -0.0008882551               -0.067708154
## Enterprise.to.EBITDA            0.0126688075                0.015795081
## Recommendation.Mean             0.0058392579                0.320365737
## Total.Cash.Per.Share           -0.0224785830               -0.068728282
## EBITDA                         -0.0164794671                0.078664859
## Total.Debt                      0.0130387504                0.286546078
## Quick.Ratio                    -0.0231625573               -0.113825845
## Current.Ratio                  -0.0211828544               -0.120946369
## Total.Revenue                  -0.0202454537                0.091138455
## Debt.to.Equity                  0.0161543079                0.107123976
## Revenue.Per.Share              -0.0298256887               -0.049428806
## Return.on.Assets               -0.0607433663               -0.014610609
## Return.on.Equity               -0.0304752792                0.043037852
## Revenue.Growth                 -0.0423717386               -0.174506401
## Gross.Margins                  -0.0049113765               -0.015522672
## EBITDA.Margins                  0.0333347155                0.322778172
## Earnings.Per.Share             -0.0388432879               -0.036973653
## Price.to.Earnings              -0.0089274856                0.033161249
## GrowthRate                      0.0393180183                0.135012087
## wk_price_change_4               0.0156443645               -0.024884400
## wk_price_change_8              -0.0021624527               -0.007209629
## wk_price_change_12              0.0130611317                0.052028770
## wk_price_change_16              0.0441080425                0.140501589
## wk_price_change_20              0.0493797120                0.169943934
## wk_price_change_24             -0.0154883041                0.049787424
## wk_price_change_28             -0.0309935262               -0.022065883
## wk_price_change_32             -0.0194530022               -0.031880726
## wk_price_change_36             -0.0169239509               -0.052831068
## wk_price_change_40             -0.0080844713               -0.015983956
## wk_price_change_44             -0.0139201675               -0.042309660
## wk_price_change_48             -0.0162237015               -0.048426723
## wk_price_change_52             -0.0238822592               -0.023091640
## rate_of_change_4_8             -0.0012116618               -0.035286165
## rate_of_change_8_12            -0.0033026001               -0.008821991
## rate_of_change_12_16            0.0092617625                0.004099988
## rate_of_change_16_20           -0.0075859313               -0.006809792
## rate_of_change_20_24            0.0076475291                0.030764282
## rate_of_change_24_28            0.0017610603                0.010013298
## rate_of_change_28_32           -0.0030087836               -0.010959192
## rate_of_change_32_36            0.0098738287                0.039484627
## rate_of_change_36_40           -0.0024524710               -0.008946643
## rate_of_change_40_44           -0.0133713945                0.016936216
## rate_of_change_44_48           -0.0031092810               -0.018975542
## rate_of_change_48_52            0.0010058781               -0.012974018
## wk_sd_4                        -0.0300099107               -0.132065127
## wk_sd_8                        -0.0430339284               -0.188241775
## wk_sd_12                       -0.0453125160               -0.223840069
## wk_sd_16                       -0.0488925389               -0.234655835
## wk_sd_20                       -0.0508751188               -0.243553401
## wk_sd_24                       -0.0545870441               -0.248973634
## wk_sd_28                       -0.0537344788               -0.238081375
## wk_sd_32                       -0.0502565456               -0.220051451
## wk_sd_36                       -0.0445012456               -0.193395863
## wk_sd_40                       -0.0403268164               -0.174924497
## wk_sd_44                       -0.0398192121               -0.171735986
## wk_sd_48                       -0.0396267871               -0.172347016
## wk_sd_52                       -0.0403627550               -0.175643184
## wk_sd_92                       -0.0370005142               -0.164945736
##                                         Beta   Forward.P.E        Volume
## Full.Time.Employees            -0.0600039065  3.107171e-03  0.1115204035
## Dividend.Rate                  -0.2165663349  3.210515e-02 -0.0818747076
## Dividend.Yield                 -0.1388870693  1.735809e-02 -0.0133201956
## Payout.Ratio                   -0.0351676328  1.028223e-01 -0.0091700078
## X5.Year.Avg.Dividend.Yield     -0.1462606639 -1.436893e-01  0.0077303250
## Beta                            1.0000000000  4.728223e-02  0.1155459262
## Forward.P.E                     0.0472822290  1.000000e+00 -0.0125229362
## Volume                          0.1155459262 -1.252294e-02  1.0000000000
## Regular.Market.Volume           0.1155459262 -1.252294e-02  1.0000000000
## Average.Volume                  0.1131582119 -1.777900e-02  0.9817633422
## Average.Volume..10.days.        0.1208742552 -2.772783e-02  0.9758792994
## Market.Cap                     -0.0310231765  1.800488e-02  0.5328163261
## X52.Week.Low                   -0.0866206304  2.868481e-02 -0.0567777579
## X52.Week.High                  -0.0447805878  2.232670e-02 -0.0418006108
## Price.Sales..TTM.               0.0455966409  3.482887e-02  0.2130591889
## Trailing.Annual.Dividend.Rate  -0.2211755697  3.140525e-02 -0.0809002089
## Trailing.Annual.Dividend.Yield -0.1356787276  1.419664e-02 -0.0078415664
## Profit.Margins                 -0.0039344151 -4.325271e-03  0.0462518033
## Enterprise.to.Revenue           0.0330247395  4.233481e-02  0.1869134493
## Enterprise.to.EBITDA           -0.0152502137 -2.047382e-02  0.0345498748
## Recommendation.Mean            -0.0610435359 -1.611817e-01 -0.0246551931
## Total.Cash.Per.Share           -0.0132588917 -6.957966e-03 -0.0305448612
## EBITDA                         -0.0790121065  6.280396e-03  0.3362553989
## Total.Debt                     -0.1302939882 -2.359081e-03  0.1928191161
## Quick.Ratio                     0.0393740515 -2.569604e-02  0.0295749347
## Current.Ratio                   0.0587351180 -2.564132e-02  0.0220827902
## Total.Revenue                  -0.1049093299 -1.541159e-03  0.2097480589
## Debt.to.Equity                  0.0055767467  1.251175e-02 -0.0084077373
## Revenue.Per.Share              -0.0471579588 -9.261732e-03 -0.0606611906
## Return.on.Assets               -0.0155920796  2.767194e-02  0.2098679563
## Return.on.Equity               -0.0318135397  1.211330e-02  0.0190794938
## Revenue.Growth                  0.1088535232  1.295352e-01  0.2333995896
## Gross.Margins                   0.0101708561  4.579888e-02  0.0047155970
## EBITDA.Margins                 -0.0918832624  7.243154e-02  0.0261234674
## Earnings.Per.Share             -0.0286584279  2.635583e-03 -0.0412458092
## Price.to.Earnings               0.0158756999 -1.997896e-02  0.0205721909
## GrowthRate                     -0.1488223699  3.972969e-02 -0.0609824145
## wk_price_change_4               0.1605821713 -8.882075e-02  0.0155718353
## wk_price_change_8               0.1392035080 -5.564590e-02  0.1552117291
## wk_price_change_12              0.0649288341 -2.967552e-01  0.1605451549
## wk_price_change_16             -0.0205437387 -1.250429e-01  0.1080049671
## wk_price_change_20              0.0756062923 -1.792692e-01  0.1161775292
## wk_price_change_24              0.1597588381 -1.468398e-01  0.1488917624
## wk_price_change_28              0.1121914852 -7.786943e-02  0.1960859452
## wk_price_change_32              0.2012026203 -9.763295e-02  0.1847086431
## wk_price_change_36              0.2904497753 -8.988956e-02  0.1432840417
## wk_price_change_40              0.2681522599 -7.535988e-02  0.1378428542
## wk_price_change_44              0.2169825377 -6.254359e-02  0.1480264416
## wk_price_change_48              0.2056632238 -2.249013e-02  0.1618512417
## wk_price_change_52              0.1557854647 -7.403310e-03  0.1229657832
## rate_of_change_4_8              0.0309562747 -5.905093e-03 -0.0093673943
## rate_of_change_8_12            -0.0078103828  6.392711e-04 -0.0072542434
## rate_of_change_12_16            0.0008832699  2.466940e-04 -0.0170678824
## rate_of_change_16_20           -0.0116585963 -7.113764e-07 -0.0031379655
## rate_of_change_20_24           -0.0336062026 -4.301662e-03  0.0021271315
## rate_of_change_24_28           -0.0369596279  1.281950e-03 -0.0009991651
## rate_of_change_28_32           -0.0492140722 -1.764291e-04  0.0051859123
## rate_of_change_32_36            0.0570396985 -1.088209e-02  0.0143414447
## rate_of_change_36_40            0.0035659911 -1.759634e-04 -0.0102570121
## rate_of_change_40_44           -0.0096720934  1.084481e-03 -0.0128929598
## rate_of_change_44_48           -0.0175763137  7.516436e-03  0.0437569891
## rate_of_change_48_52           -0.0025988770 -5.662972e-04  0.0007084585
## wk_sd_4                         0.0285271079  1.770854e-02 -0.0087895594
## wk_sd_8                         0.0221665290  2.260431e-02 -0.0009935397
## wk_sd_12                        0.0090934659  2.169919e-02  0.0043573283
## wk_sd_16                        0.0031180562  2.016280e-02 -0.0077574476
## wk_sd_20                        0.0045258850  2.515814e-02 -0.0133497588
## wk_sd_24                        0.0191739064  2.358642e-02 -0.0152379042
## wk_sd_28                        0.0213610950  2.132669e-02 -0.0113775675
## wk_sd_32                        0.0174567267  1.941923e-02 -0.0078436501
## wk_sd_36                        0.0216700867  1.854676e-02 -0.0124655999
## wk_sd_40                        0.0255821056  1.930543e-02 -0.0168265871
## wk_sd_44                        0.0247897105  1.997704e-02 -0.0171023460
## wk_sd_48                        0.0226032407  2.007163e-02 -0.0175967068
## wk_sd_52                        0.0203820540  2.036271e-02 -0.0182880364
## wk_sd_92                        0.0146513814  2.352499e-02 -0.0201650932
##                                Regular.Market.Volume Average.Volume
## Full.Time.Employees                     0.1115204035   1.325322e-01
## Dividend.Rate                          -0.0818747076  -8.621788e-02
## Dividend.Yield                         -0.0133201956  -8.545690e-04
## Payout.Ratio                           -0.0091700078  -8.448049e-03
## X5.Year.Avg.Dividend.Yield              0.0077303250   1.871076e-02
## Beta                                    0.1155459262   1.131582e-01
## Forward.P.E                            -0.0125229362  -1.777900e-02
## Volume                                  1.0000000000   9.817633e-01
## Regular.Market.Volume                   1.0000000000   9.817633e-01
## Average.Volume                          0.9817633422   1.000000e+00
## Average.Volume..10.days.                0.9758792994   9.758073e-01
## Market.Cap                              0.5328163261   5.619319e-01
## X52.Week.Low                           -0.0567777579  -6.043803e-02
## X52.Week.High                          -0.0418006108  -4.443738e-02
## Price.Sales..TTM.                       0.2130591889   1.957274e-01
## Trailing.Annual.Dividend.Rate          -0.0809002089  -8.502676e-02
## Trailing.Annual.Dividend.Yield         -0.0078415664   4.906416e-03
## Profit.Margins                          0.0462518033   1.039332e-02
## Enterprise.to.Revenue                   0.1869134493   1.773874e-01
## Enterprise.to.EBITDA                    0.0345498748   4.030192e-02
## Recommendation.Mean                    -0.0246551931  -2.070132e-02
## Total.Cash.Per.Share                   -0.0305448612  -3.372368e-02
## EBITDA                                  0.3362553989   3.716095e-01
## Total.Debt                              0.1928191161   2.431764e-01
## Quick.Ratio                             0.0295749347   1.633815e-02
## Current.Ratio                           0.0220827902   8.680292e-03
## Total.Revenue                           0.2097480589   2.489927e-01
## Debt.to.Equity                         -0.0084077373  -7.901051e-03
## Revenue.Per.Share                      -0.0606611906  -6.580262e-02
## Return.on.Assets                        0.2098679563   2.083265e-01
## Return.on.Equity                        0.0190794938   2.330936e-02
## Revenue.Growth                          0.2333995896   2.200722e-01
## Gross.Margins                           0.0047155970  -2.989146e-04
## EBITDA.Margins                          0.0261234674   2.231421e-02
## Earnings.Per.Share                     -0.0412458092  -4.564130e-02
## Price.to.Earnings                       0.0205721909   2.232650e-02
## GrowthRate                             -0.0609824145  -7.917796e-02
## wk_price_change_4                       0.0155718353   2.996100e-02
## wk_price_change_8                       0.1552117291   1.702368e-01
## wk_price_change_12                      0.1605451549   1.779228e-01
## wk_price_change_16                      0.1080049671   1.222448e-01
## wk_price_change_20                      0.1161775292   1.287777e-01
## wk_price_change_24                      0.1488917624   1.543470e-01
## wk_price_change_28                      0.1960859452   2.015923e-01
## wk_price_change_32                      0.1847086431   1.895393e-01
## wk_price_change_36                      0.1432840417   1.497088e-01
## wk_price_change_40                      0.1378428542   1.424324e-01
## wk_price_change_44                      0.1480264416   1.534867e-01
## wk_price_change_48                      0.1618512417   1.660446e-01
## wk_price_change_52                      0.1229657832   1.262497e-01
## rate_of_change_4_8                     -0.0093673943  -1.092071e-02
## rate_of_change_8_12                    -0.0072542434  -7.161588e-03
## rate_of_change_12_16                   -0.0170678824  -4.420576e-02
## rate_of_change_16_20                   -0.0031379655  -3.136340e-03
## rate_of_change_20_24                    0.0021271315   3.751037e-03
## rate_of_change_24_28                   -0.0009991651   8.345346e-05
## rate_of_change_28_32                    0.0051859123  -2.380314e-03
## rate_of_change_32_36                    0.0143414447   1.542652e-02
## rate_of_change_36_40                   -0.0102570121  -9.025699e-03
## rate_of_change_40_44                   -0.0128929598  -1.596080e-02
## rate_of_change_44_48                    0.0437569891   3.623151e-02
## rate_of_change_48_52                    0.0007084585   6.683959e-04
## wk_sd_4                                -0.0087895594  -6.249735e-03
## wk_sd_8                                -0.0009935397   1.260054e-03
## wk_sd_12                                0.0043573283   5.107755e-03
## wk_sd_16                               -0.0077574476  -8.400561e-03
## wk_sd_20                               -0.0133497588  -1.424142e-02
## wk_sd_24                               -0.0152379042  -1.729340e-02
## wk_sd_28                               -0.0113775675  -1.353596e-02
## wk_sd_32                               -0.0078436501  -9.409703e-03
## wk_sd_36                               -0.0124655999  -1.381646e-02
## wk_sd_40                               -0.0168265871  -1.796616e-02
## wk_sd_44                               -0.0171023460  -1.790118e-02
## wk_sd_48                               -0.0175967068  -1.825711e-02
## wk_sd_52                               -0.0182880364  -1.886867e-02
## wk_sd_92                               -0.0201650932  -2.073551e-02
##                                Average.Volume..10.days.    Market.Cap
## Full.Time.Employees                         0.134137970  3.367873e-01
## Dividend.Rate                              -0.089710995  6.686815e-02
## Dividend.Yield                              0.005047678 -5.245123e-02
## Payout.Ratio                               -0.007177585 -1.639245e-02
## X5.Year.Avg.Dividend.Yield                  0.030695288 -3.754526e-02
## Beta                                        0.120874255 -3.102318e-02
## Forward.P.E                                -0.027727832  1.800488e-02
## Volume                                      0.975879299  5.328163e-01
## Regular.Market.Volume                       0.975879299  5.328163e-01
## Average.Volume                              0.975807340  5.619319e-01
## Average.Volume..10.days.                    1.000000000  5.574469e-01
## Market.Cap                                  0.557446934  1.000000e+00
## X52.Week.Low                               -0.067343162  7.118257e-02
## X52.Week.High                              -0.051571513  6.596847e-02
## Price.Sales..TTM.                           0.205463856  1.845179e-01
## Trailing.Annual.Dividend.Rate              -0.088258029  5.616523e-02
## Trailing.Annual.Dividend.Yield              0.010110859 -5.699290e-02
## Profit.Margins                              0.026551022  1.780779e-02
## Enterprise.to.Revenue                       0.182864043  1.629657e-01
## Enterprise.to.EBITDA                        0.047181553  3.344022e-02
## Recommendation.Mean                        -0.003065903 -1.439446e-01
## Total.Cash.Per.Share                       -0.036527100  2.081266e-04
## EBITDA                                      0.388255036  8.973212e-01
## Total.Debt                                  0.264253556  4.112067e-01
## Quick.Ratio                                 0.024091901 -1.235963e-02
## Current.Ratio                               0.014708486 -2.723326e-02
## Total.Revenue                               0.257830964  6.044317e-01
## Debt.to.Equity                             -0.007978289 -5.896859e-03
## Revenue.Per.Share                          -0.070775211 -1.672001e-02
## Return.on.Assets                            0.189108776  3.170368e-01
## Return.on.Equity                            0.022681594  9.596716e-02
## Revenue.Growth                              0.206551469  1.340965e-01
## Gross.Margins                               0.003352159  8.401402e-02
## EBITDA.Margins                              0.022520992  1.166927e-01
## Earnings.Per.Share                         -0.048793597  2.584727e-02
## Price.to.Earnings                           0.025328515  2.109141e-02
## GrowthRate                                 -0.075353558 -1.901404e-02
## wk_price_change_4                           0.024996093 -4.398414e-02
## wk_price_change_8                           0.167845505  1.175653e-01
## wk_price_change_12                          0.169063967  1.396141e-01
## wk_price_change_16                          0.111551576  1.492915e-01
## wk_price_change_20                          0.119657225  1.344612e-01
## wk_price_change_24                          0.148891747  1.311101e-01
## wk_price_change_28                          0.188783810  2.029955e-01
## wk_price_change_32                          0.173090387  1.699240e-01
## wk_price_change_36                          0.131837616  1.205061e-01
## wk_price_change_40                          0.129915259  1.306330e-01
## wk_price_change_44                          0.142361209  1.491029e-01
## wk_price_change_48                          0.156467727  1.642501e-01
## wk_price_change_52                          0.119101655  1.532478e-01
## rate_of_change_4_8                         -0.011513615 -8.424006e-03
## rate_of_change_8_12                        -0.008243910 -4.638547e-03
## rate_of_change_12_16                       -0.023522405 -1.050563e-02
## rate_of_change_16_20                       -0.004231398 -2.282631e-04
## rate_of_change_20_24                        0.003765628  2.348671e-02
## rate_of_change_24_28                       -0.002927269 -2.254959e-03
## rate_of_change_28_32                       -0.003751035  1.259652e-02
## rate_of_change_32_36                        0.020175271  7.787387e-03
## rate_of_change_36_40                       -0.008125655 -2.845613e-03
## rate_of_change_40_44                       -0.014623458 -1.737997e-03
## rate_of_change_44_48                        0.060806306 -5.170410e-03
## rate_of_change_48_52                        0.001352481  1.830989e-05
## wk_sd_4                                    -0.016565718  5.642624e-02
## wk_sd_8                                    -0.009876792  1.087756e-01
## wk_sd_12                                   -0.007731586  1.367108e-01
## wk_sd_16                                   -0.020570717  1.247749e-01
## wk_sd_20                                   -0.026594561  1.189475e-01
## wk_sd_24                                   -0.029439470  1.086601e-01
## wk_sd_28                                   -0.025578713  1.147492e-01
## wk_sd_32                                   -0.021330945  1.136725e-01
## wk_sd_36                                   -0.024795893  9.559151e-02
## wk_sd_40                                   -0.028181445  8.364816e-02
## wk_sd_44                                   -0.028343665  8.505058e-02
## wk_sd_48                                   -0.028858715  8.652390e-02
## wk_sd_52                                   -0.029731491  8.793341e-02
## wk_sd_92                                   -0.029523518  8.866250e-02
##                                 X52.Week.Low X52.Week.High Price.Sales..TTM.
## Full.Time.Employees             0.0228153235  0.0137754369      -0.114559429
## Dividend.Rate                   0.2082016006  0.1545159198       0.001254758
## Dividend.Yield                 -0.1250670278 -0.1387610665      -0.165955980
## Payout.Ratio                   -0.0351685313 -0.0336988034      -0.018203104
## X5.Year.Avg.Dividend.Yield     -0.1205006642 -0.1297619346      -0.160050489
## Beta                           -0.0866206304 -0.0447805878       0.045596641
## Forward.P.E                     0.0286848134  0.0223266997       0.034828873
## Volume                         -0.0567777579 -0.0418006108       0.213059189
## Regular.Market.Volume          -0.0567777579 -0.0418006108       0.213059189
## Average.Volume                 -0.0604380311 -0.0444373782       0.195727397
## Average.Volume..10.days.       -0.0673431618 -0.0515715133       0.205463856
## Market.Cap                      0.0711825695  0.0659684745       0.184517949
## X52.Week.Low                    1.0000000000  0.9898123801       0.085297837
## X52.Week.High                   0.9898123801  1.0000000000       0.100195922
## Price.Sales..TTM.               0.0852978367  0.1001959217       1.000000000
## Trailing.Annual.Dividend.Rate   0.2002602448  0.1471602157      -0.004754294
## Trailing.Annual.Dividend.Yield -0.1257035043 -0.1369686629      -0.168378439
## Profit.Margins                  0.0043011989  0.0024833969       0.367144832
## Enterprise.to.Revenue           0.0729866918  0.0848467639       0.939989960
## Enterprise.to.EBITDA            0.0177409990  0.0152707040       0.041101059
## Recommendation.Mean            -0.0372950711 -0.0435318693      -0.174848944
## Total.Cash.Per.Share            0.8138369743  0.8080005885      -0.029184276
## EBITDA                          0.0550197235  0.0431611698       0.038442663
## Total.Debt                      0.0005746514 -0.0117745783      -0.083108246
## Quick.Ratio                     0.0232391953  0.0333495586       0.244807610
## Current.Ratio                   0.0431116382  0.0551123858       0.212481618
## Total.Revenue                   0.0529156170  0.0386437036      -0.107890242
## Debt.to.Equity                 -0.0163652958 -0.0127236496      -0.010888938
## Revenue.Per.Share               0.7285263996  0.7196186473      -0.203659132
## Return.on.Assets                0.2426973808  0.2312120491       0.016792901
## Return.on.Equity                0.0676147953  0.0617620466       0.007025748
## Revenue.Growth                  0.0152133455  0.0388732292       0.324259006
## Gross.Margins                   0.0071574226  0.0064132166       0.286179709
## EBITDA.Margins                  0.0419455691  0.0209132090       0.139749277
## Earnings.Per.Share              0.9272774410  0.9292653559      -0.037191205
## Price.to.Earnings               0.0027636999  0.0015924826      -0.027381793
## GrowthRate                      0.0288944119  0.0257081537       0.076409399
## wk_price_change_4               0.0033560994  0.0062077477       0.051784179
## wk_price_change_8               0.0626770043  0.0713119564       0.179200449
## wk_price_change_12              0.0274854751  0.0449517801       0.219837119
## wk_price_change_16              0.0291081601  0.0396707796       0.180181510
## wk_price_change_20              0.0123814957  0.0328936217       0.176540400
## wk_price_change_24              0.0269964102  0.0610345644       0.277089813
## wk_price_change_28              0.0654615603  0.0978505874       0.258409364
## wk_price_change_32              0.0459944706  0.0866700463       0.263517597
## wk_price_change_36              0.0240477239  0.0735094892       0.275132289
## wk_price_change_40              0.0305734396  0.0775798452       0.295375030
## wk_price_change_44              0.0574307128  0.0977740295       0.317821965
## wk_price_change_48              0.0626480201  0.1013419700       0.344160436
## wk_price_change_52              0.0736128825  0.1058249482       0.260535779
## rate_of_change_4_8             -0.0064620627 -0.0061986181      -0.017427959
## rate_of_change_8_12             0.0128176469  0.0079662326      -0.020431650
## rate_of_change_12_16           -0.0124925932 -0.0051810299       0.009808637
## rate_of_change_16_20            0.0010902531 -0.0003983006      -0.019509609
## rate_of_change_20_24            0.0141792358  0.0082694003       0.035156365
## rate_of_change_24_28           -0.0019875305 -0.0047350635       0.014055371
## rate_of_change_28_32            0.0037861824  0.0014407032       0.001132858
## rate_of_change_32_36           -0.0173354682 -0.0164899775      -0.023900173
## rate_of_change_36_40           -0.0090764448 -0.0060803802       0.022511176
## rate_of_change_40_44           -0.0053665641 -0.0037491012       0.013953326
## rate_of_change_44_48            0.0008314825 -0.0016078174       0.005692104
## rate_of_change_48_52            0.0221127140  0.0194049880       0.011892412
## wk_sd_4                         0.9352616672  0.9650251909       0.095276559
## wk_sd_8                         0.8858027457  0.9132155366       0.222983094
## wk_sd_12                        0.8169368015  0.8370178121       0.267730314
## wk_sd_16                        0.8136171490  0.8273352634       0.240404625
## wk_sd_20                        0.7807884000  0.7919159585       0.231432047
## wk_sd_24                        0.7831969149  0.8011607240       0.233776166
## wk_sd_28                        0.8241168829  0.8501132204       0.216307808
## wk_sd_32                        0.8686724509  0.8984794680       0.190162749
## wk_sd_36                        0.9123688377  0.9460667310       0.158130132
## wk_sd_40                        0.9306166734  0.9659356038       0.140944707
## wk_sd_44                        0.9304858404  0.9659812250       0.140086232
## wk_sd_48                        0.9296285331  0.9649102842       0.140840737
## wk_sd_52                        0.9279903189  0.9630033570       0.143471273
## wk_sd_92                        0.9383781525  0.9694871951       0.139521433
##                                Trailing.Annual.Dividend.Rate
## Full.Time.Employees                             0.0852373873
## Dividend.Rate                                   0.9941392292
## Dividend.Yield                                  0.4776182406
## Payout.Ratio                                    0.0384536387
## X5.Year.Avg.Dividend.Yield                      0.4170969906
## Beta                                           -0.2211755697
## Forward.P.E                                     0.0314052539
## Volume                                         -0.0809002089
## Regular.Market.Volume                          -0.0809002089
## Average.Volume                                 -0.0850267609
## Average.Volume..10.days.                       -0.0882580287
## Market.Cap                                      0.0561652303
## X52.Week.Low                                    0.2002602448
## X52.Week.High                                   0.1471602157
## Price.Sales..TTM.                              -0.0047542938
## Trailing.Annual.Dividend.Rate                   1.0000000000
## Trailing.Annual.Dividend.Yield                  0.4485990087
## Profit.Margins                                  0.0145085225
## Enterprise.to.Revenue                           0.0428913382
## Enterprise.to.EBITDA                            0.0280265182
## Recommendation.Mean                             0.1308963058
## Total.Cash.Per.Share                            0.0215654382
## EBITDA                                          0.1206665451
## Total.Debt                                      0.2013415241
## Quick.Ratio                                    -0.0888382343
## Current.Ratio                                  -0.0998922913
## Total.Revenue                                   0.1338661620
## Debt.to.Equity                                  0.0338797288
## Revenue.Per.Share                               0.1278763462
## Return.on.Assets                                0.1674165192
## Return.on.Equity                                0.1105239074
## Revenue.Growth                                 -0.0657209910
## Gross.Margins                                  -0.0118433466
## EBITDA.Margins                                  0.2834823035
## Earnings.Per.Share                              0.1424687437
## Price.to.Earnings                               0.0278281505
## GrowthRate                                      0.0936076206
## wk_price_change_4                              -0.0375877332
## wk_price_change_8                               0.0220560033
## wk_price_change_12                              0.0088837275
## wk_price_change_16                              0.0840306291
## wk_price_change_20                              0.0894715989
## wk_price_change_24                              0.0402440235
## wk_price_change_28                              0.0200564036
## wk_price_change_32                             -0.0079441949
## wk_price_change_36                             -0.0463171049
## wk_price_change_40                             -0.0121925691
## wk_price_change_44                              0.0067629065
## wk_price_change_48                              0.0037361521
## wk_price_change_52                              0.0348877722
## rate_of_change_4_8                              0.0778621762
## rate_of_change_8_12                             0.0145200046
## rate_of_change_12_16                           -0.0218262301
## rate_of_change_16_20                            0.0005298804
## rate_of_change_20_24                            0.0249655556
## rate_of_change_24_28                            0.0316395081
## rate_of_change_28_32                           -0.0093918985
## rate_of_change_32_36                           -0.0036537449
## rate_of_change_36_40                           -0.0024775476
## rate_of_change_40_44                            0.0118181557
## rate_of_change_44_48                           -0.0162612190
## rate_of_change_48_52                           -0.0315049534
## wk_sd_4                                         0.0724592707
## wk_sd_8                                         0.0923401430
## wk_sd_12                                        0.1120025734
## wk_sd_16                                        0.1231803878
## wk_sd_20                                        0.1384939279
## wk_sd_24                                        0.1242986302
## wk_sd_28                                        0.1164689926
## wk_sd_32                                        0.1024914912
## wk_sd_36                                        0.0915036303
## wk_sd_40                                        0.0894247103
## wk_sd_44                                        0.0943700154
## wk_sd_48                                        0.0959575075
## wk_sd_52                                        0.0957965934
## wk_sd_92                                        0.0803494057
##                                Trailing.Annual.Dividend.Yield Profit.Margins
## Full.Time.Employees                              0.0263529089  -0.0142889313
## Dividend.Rate                                    0.4223977055   0.0151869042
## Dividend.Yield                                   0.9687042569  -0.0014482522
## Payout.Ratio                                     0.1420716373  -0.0144133686
## X5.Year.Avg.Dividend.Yield                       0.7400484675  -0.0036131735
## Beta                                            -0.1356787276  -0.0039344151
## Forward.P.E                                      0.0141966368  -0.0043252707
## Volume                                          -0.0078415664   0.0462518033
## Regular.Market.Volume                           -0.0078415664   0.0462518033
## Average.Volume                                   0.0049064160   0.0103933183
## Average.Volume..10.days.                         0.0101108588   0.0265510216
## Market.Cap                                      -0.0569928982   0.0178077918
## X52.Week.Low                                    -0.1257035043   0.0043011989
## X52.Week.High                                   -0.1369686629   0.0024833969
## Price.Sales..TTM.                               -0.1683784390   0.3671448323
## Trailing.Annual.Dividend.Rate                    0.4485990087   0.0145085225
## Trailing.Annual.Dividend.Yield                   1.0000000000  -0.0049060181
## Profit.Margins                                  -0.0049060181   1.0000000000
## Enterprise.to.Revenue                           -0.0826991070   0.1630310551
## Enterprise.to.EBITDA                             0.0005641058   0.0113919604
## Recommendation.Mean                              0.3121629729  -0.0547930114
## Total.Cash.Per.Share                            -0.0714267694   0.0004146799
## EBITDA                                           0.0434061569   0.0095800595
## Total.Debt                                       0.2258972238  -0.0094980586
## Quick.Ratio                                     -0.1249666346   0.2858593041
## Current.Ratio                                   -0.1341637445   0.2699823317
## Total.Revenue                                    0.0710603956  -0.0111821048
## Debt.to.Equity                                   0.0309369149  -0.0097194047
## Revenue.Per.Share                               -0.0433875285  -0.0215486270
## Return.on.Assets                                -0.0338760728  -0.0331904579
## Return.on.Equity                                -0.0063987275   0.0905910851
## Revenue.Growth                                  -0.1157792498   0.3037892882
## Gross.Margins                                    0.0053745770  -0.3197698320
## EBITDA.Margins                                   0.3285575115   0.0774511133
## Earnings.Per.Share                              -0.0443381236   0.0305690280
## Price.to.Earnings                                0.0185190406   0.0099072127
## GrowthRate                                       0.0177685048   0.0093883541
## wk_price_change_4                               -0.0491791548  -0.0134171907
## wk_price_change_8                               -0.0905196015   0.0064629801
## wk_price_change_12                              -0.1143796340   0.0091229733
## wk_price_change_16                              -0.0092466778   0.0479677368
## wk_price_change_20                               0.0170416329   0.0111753555
## wk_price_change_24                              -0.0871995162   0.0368984674
## wk_price_change_28                              -0.1585840514   0.0248160031
## wk_price_change_32                              -0.1526759530   0.0271270238
## wk_price_change_36                              -0.1852208831   0.0189208567
## wk_price_change_40                              -0.1440656193   0.0026335613
## wk_price_change_44                              -0.1637104921   0.0062451210
## wk_price_change_48                              -0.1682416436   0.0095407071
## wk_price_change_52                              -0.1401669275   0.0111412064
## rate_of_change_4_8                               0.1878216405   0.0026639064
## rate_of_change_8_12                             -0.0079524589  -0.0025740814
## rate_of_change_12_16                            -0.0133566517  -0.0044924794
## rate_of_change_16_20                            -0.0061333175  -0.0082042460
## rate_of_change_20_24                             0.0273861861   0.0041921902
## rate_of_change_24_28                             0.0038224291   0.0142379716
## rate_of_change_28_32                             0.0118450650  -0.0052137038
## rate_of_change_32_36                             0.0257719573   0.0015285515
## rate_of_change_36_40                            -0.0063544259   0.0163672134
## rate_of_change_40_44                             0.0195989506   0.0093448613
## rate_of_change_44_48                            -0.0294724240  -0.0021389343
## rate_of_change_48_52                            -0.0153662475  -0.0095797494
## wk_sd_4                                         -0.1321031098  -0.0018447962
## wk_sd_8                                         -0.1917356596   0.0011375473
## wk_sd_12                                        -0.2304687512   0.0014941188
## wk_sd_16                                        -0.2428609982  -0.0009559528
## wk_sd_20                                        -0.2517572231  -0.0029313891
## wk_sd_24                                        -0.2586793633  -0.0056660803
## wk_sd_28                                        -0.2497485776  -0.0049483240
## wk_sd_32                                        -0.2314464834  -0.0042357837
## wk_sd_36                                        -0.2049574822  -0.0025524886
## wk_sd_40                                        -0.1867684843  -0.0011488001
## wk_sd_44                                        -0.1840905588  -0.0009559775
## wk_sd_48                                        -0.1845590858  -0.0013443084
## wk_sd_52                                        -0.1868175451  -0.0021085908
## wk_sd_92                                        -0.1693635202  -0.0008074889
##                                Enterprise.to.Revenue Enterprise.to.EBITDA
## Full.Time.Employees                    -0.1265937127         0.0072618043
## Dividend.Rate                           0.0473003646         0.0295829533
## Dividend.Yield                         -0.0755564908         0.0019502301
## Payout.Ratio                           -0.0008882551         0.0126688075
## X5.Year.Avg.Dividend.Yield             -0.0677081540         0.0157950810
## Beta                                    0.0330247395        -0.0152502137
## Forward.P.E                             0.0423348095        -0.0204738234
## Volume                                  0.1869134493         0.0345498748
## Regular.Market.Volume                   0.1869134493         0.0345498748
## Average.Volume                          0.1773873620         0.0403019176
## Average.Volume..10.days.                0.1828640435         0.0471815529
## Market.Cap                              0.1629656899         0.0334402218
## X52.Week.Low                            0.0729866918         0.0177409990
## X52.Week.High                           0.0848467639         0.0152707040
## Price.Sales..TTM.                       0.9399899598         0.0411010588
## Trailing.Annual.Dividend.Rate           0.0428913382         0.0280265182
## Trailing.Annual.Dividend.Yield         -0.0826991070         0.0005641058
## Profit.Margins                          0.1630310551         0.0113919604
## Enterprise.to.Revenue                   1.0000000000         0.0481848258
## Enterprise.to.EBITDA                    0.0481848258         1.0000000000
## Recommendation.Mean                    -0.1594962966         0.0074282578
## Total.Cash.Per.Share                   -0.0606168168        -0.0068657063
## EBITDA                                  0.0321003033         0.0181733055
## Total.Debt                             -0.0412473633         0.0073649614
## Quick.Ratio                             0.1654831046        -0.0005376599
## Current.Ratio                           0.1298187193         0.0026007742
## Total.Revenue                          -0.1257757380         0.0081106648
## Debt.to.Equity                          0.0114609079         0.0007570546
## Revenue.Per.Share                      -0.2250638136        -0.0044497130
## Return.on.Assets                        0.0223286453         0.1484675248
## Return.on.Equity                       -0.0083728430         0.0571851438
## Revenue.Growth                          0.2339960527        -0.0295207935
## Gross.Margins                           0.4073765857        -0.0188350090
## EBITDA.Margins                          0.2573063780         0.1308359094
## Earnings.Per.Share                     -0.0498572039         0.0131853054
## Price.to.Earnings                      -0.0209820628         0.0968894958
## GrowthRate                              0.1041606280        -0.0115613129
## wk_price_change_4                       0.0599612680        -0.0098373855
## wk_price_change_8                       0.1818992027         0.0654910620
## wk_price_change_12                      0.2228094988         0.1478328403
## wk_price_change_16                      0.1907070581         0.1277904418
## wk_price_change_20                      0.1953644101         0.1144473728
## wk_price_change_24                      0.2716261569         0.1092581879
## wk_price_change_28                      0.2356173619         0.1088850537
## wk_price_change_32                      0.2349644662         0.0693798741
## wk_price_change_36                      0.2511663579         0.0687130397
## wk_price_change_40                      0.2892155139         0.0721471744
## wk_price_change_44                      0.3004683301         0.0866043143
## wk_price_change_48                      0.3229045184         0.0839171305
## wk_price_change_52                      0.2423393659         0.0780353426
## rate_of_change_4_8                     -0.0147832231        -0.0087649978
## rate_of_change_8_12                    -0.0224371853         0.0027504648
## rate_of_change_12_16                    0.0056807164         0.0570065052
## rate_of_change_16_20                   -0.0207422481        -0.0023753795
## rate_of_change_20_24                    0.0425182253         0.0138286062
## rate_of_change_24_28                    0.0105854139        -0.0009417085
## rate_of_change_28_32                   -0.0054548288        -0.0423650959
## rate_of_change_32_36                   -0.0224543673        -0.0092455754
## rate_of_change_36_40                    0.0169213911         0.0068870811
## rate_of_change_40_44                    0.0362163902        -0.0092748556
## rate_of_change_44_48                    0.0054122072         0.0061592461
## rate_of_change_48_52                    0.0134502249        -0.0009823868
## wk_sd_4                                 0.0779055965        -0.0187349751
## wk_sd_8                                 0.1939994007         0.0059364403
## wk_sd_12                                0.2337895967        -0.0015679055
## wk_sd_16                                0.2051392887        -0.0099585760
## wk_sd_20                                0.1953773988        -0.0097761271
## wk_sd_24                                0.1969740195        -0.0087095346
## wk_sd_28                                0.1821269749        -0.0026231339
## wk_sd_32                                0.1585984167         0.0041844249
## wk_sd_36                                0.1304805507         0.0066983106
## wk_sd_40                                0.1167399204         0.0126024422
## wk_sd_44                                0.1165356280         0.0169662660
## wk_sd_48                                0.1171304908         0.0190128673
## wk_sd_52                                0.1194858642         0.0181932570
## wk_sd_92                                0.1177156349         0.0139240753
##                                Recommendation.Mean Total.Cash.Per.Share
## Full.Time.Employees                  -0.0730154141        -0.0065703486
## Dividend.Rate                         0.1235875041         0.0225414880
## Dividend.Yield                        0.2989122768        -0.0734944612
## Payout.Ratio                          0.0058392579        -0.0224785830
## X5.Year.Avg.Dividend.Yield            0.3203657368        -0.0687282824
## Beta                                 -0.0610435359        -0.0132588917
## Forward.P.E                          -0.1611816604        -0.0069579659
## Volume                               -0.0246551931        -0.0305448612
## Regular.Market.Volume                -0.0246551931        -0.0305448612
## Average.Volume                       -0.0207013166        -0.0337236780
## Average.Volume..10.days.             -0.0030659034        -0.0365271000
## Market.Cap                           -0.1439445884         0.0002081266
## X52.Week.Low                         -0.0372950711         0.8138369743
## X52.Week.High                        -0.0435318693         0.8080005885
## Price.Sales..TTM.                    -0.1748489436        -0.0291842758
## Trailing.Annual.Dividend.Rate         0.1308963058         0.0215654382
## Trailing.Annual.Dividend.Yield        0.3121629729        -0.0714267694
## Profit.Margins                       -0.0547930114         0.0004146799
## Enterprise.to.Revenue                -0.1594962966        -0.0606168168
## Enterprise.to.EBITDA                  0.0074282578        -0.0068657063
## Recommendation.Mean                   1.0000000000         0.0101440231
## Total.Cash.Per.Share                  0.0101440231         1.0000000000
## EBITDA                               -0.1208932522        -0.0004429928
## Total.Debt                           -0.0234873193        -0.0118152492
## Quick.Ratio                          -0.0680207416         0.0647097570
## Current.Ratio                        -0.0408809473         0.0895882864
## Total.Revenue                        -0.0918861857         0.0434021956
## Debt.to.Equity                       -0.0045444105        -0.0187578277
## Revenue.Per.Share                     0.0208665975         0.7300154781
## Return.on.Assets                     -0.0110321775         0.0554104551
## Return.on.Equity                     -0.0013723845        -0.0002956088
## Revenue.Growth                       -0.2159346050         0.0236116813
## Gross.Margins                        -0.0718129018        -0.0445321061
## EBITDA.Margins                        0.0147733149        -0.0634727285
## Earnings.Per.Share                    0.0070059391         0.8537331022
## Price.to.Earnings                     0.0550815154        -0.0052431773
## GrowthRate                            0.0003356265        -0.0132892055
## wk_price_change_4                     0.0601962088         0.0313640054
## wk_price_change_8                     0.0074855045         0.0364934381
## wk_price_change_12                   -0.0269058475         0.0200120213
## wk_price_change_16                   -0.0679958791         0.0182793745
## wk_price_change_20                   -0.0714043390         0.0214530298
## wk_price_change_24                   -0.1470835206         0.0176182540
## wk_price_change_28                   -0.2109126468         0.0309499650
## wk_price_change_32                   -0.1858650538         0.0326882352
## wk_price_change_36                   -0.1655277993         0.0278035649
## wk_price_change_40                   -0.1826761360         0.0205629747
## wk_price_change_44                   -0.1808213547         0.0313602771
## wk_price_change_48                   -0.2095756458         0.0354522886
## wk_price_change_52                   -0.2203469526         0.0379793553
## rate_of_change_4_8                   -0.0550027893        -0.0076523334
## rate_of_change_8_12                  -0.0355958863        -0.0048408452
## rate_of_change_12_16                 -0.0207294755        -0.0036361331
## rate_of_change_16_20                 -0.0349664043         0.0048868328
## rate_of_change_20_24                 -0.0146391692         0.0030524990
## rate_of_change_24_28                  0.0573732780        -0.0009552358
## rate_of_change_28_32                 -0.0520689278         0.0002683156
## rate_of_change_32_36                  0.0082586341         0.0005990510
## rate_of_change_36_40                  0.0102257839        -0.0005210987
## rate_of_change_40_44                 -0.0106228778        -0.0179851634
## rate_of_change_44_48                  0.0417924726        -0.0128376197
## rate_of_change_48_52                 -0.1253110042        -0.0006092371
## wk_sd_4                              -0.0398456412         0.7711560591
## wk_sd_8                              -0.0754043981         0.6932365289
## wk_sd_12                             -0.1027746982         0.6283762581
## wk_sd_16                             -0.0968946691         0.6205545540
## wk_sd_20                             -0.0958464795         0.5773541381
## wk_sd_24                             -0.1042625623         0.5870913048
## wk_sd_28                             -0.1053438302         0.6284253972
## wk_sd_32                             -0.0951294246         0.6805460973
## wk_sd_36                             -0.0808541486         0.7315794128
## wk_sd_40                             -0.0723169110         0.7486226904
## wk_sd_44                             -0.0723462130         0.7444578098
## wk_sd_48                             -0.0728333193         0.7413930639
## wk_sd_52                             -0.0736204125         0.7377029099
## wk_sd_92                             -0.0621860509         0.7489705421
##                                       EBITDA    Total.Debt   Quick.Ratio
## Full.Time.Employees             0.4207426559  0.4192661262 -0.0629112439
## Dividend.Rate                   0.1313668959  0.2028689100 -0.0877289567
## Dividend.Yield                  0.0553634480  0.2411893245 -0.1313994528
## Payout.Ratio                   -0.0164794671  0.0130387504 -0.0231625573
## X5.Year.Avg.Dividend.Yield      0.0786648592  0.2865460779 -0.1138258448
## Beta                           -0.0790121065 -0.1302939882  0.0393740515
## Forward.P.E                     0.0062803965 -0.0023590809 -0.0256960417
## Volume                          0.3362553989  0.1928191161  0.0295749347
## Regular.Market.Volume           0.3362553989  0.1928191161  0.0295749347
## Average.Volume                  0.3716095315  0.2431764355  0.0163381500
## Average.Volume..10.days.        0.3882550364  0.2642535557  0.0240919006
## Market.Cap                      0.8973212397  0.4112066973 -0.0123596252
## X52.Week.Low                    0.0550197235  0.0005746514  0.0232391953
## X52.Week.High                   0.0431611698 -0.0117745783  0.0333495586
## Price.Sales..TTM.               0.0384426634 -0.0831082465  0.2448076096
## Trailing.Annual.Dividend.Rate   0.1206665451  0.2013415241 -0.0888382343
## Trailing.Annual.Dividend.Yield  0.0434061569  0.2258972238 -0.1249666346
## Profit.Margins                  0.0095800595 -0.0094980586  0.2858593041
## Enterprise.to.Revenue           0.0321003033 -0.0412473633  0.1654831046
## Enterprise.to.EBITDA            0.0181733055  0.0073649614 -0.0005376599
## Recommendation.Mean            -0.1208932522 -0.0234873193 -0.0680207416
## Total.Cash.Per.Share           -0.0004429928 -0.0118152492  0.0647097570
## EBITDA                          1.0000000000  0.6169401424 -0.0447070117
## Total.Debt                      0.6169401424  1.0000000000 -0.0954803662
## Quick.Ratio                    -0.0447070117 -0.0954803662  1.0000000000
## Current.Ratio                  -0.0632110560 -0.1239539362  0.9663065210
## Total.Revenue                   0.7488736587  0.6022170418 -0.0665260395
## Debt.to.Equity                 -0.0010264698  0.0503953820 -0.0253463738
## Revenue.Per.Share               0.0148896884  0.0296926643 -0.0430380108
## Return.on.Assets                0.2644619827  0.0141485733 -0.0347915375
## Return.on.Equity                0.0944858961  0.0652281413 -0.0220920461
## Revenue.Growth                  0.0493504447 -0.0509755690  0.1198398024
## Gross.Margins                   0.0603239395  0.0094235098 -0.0290000287
## EBITDA.Margins                  0.1438983205  0.1412104386 -0.0196549290
## Earnings.Per.Share              0.0443625146  0.0150799950  0.0209209968
## Price.to.Earnings               0.0189436713  0.0175325173 -0.0099546436
## GrowthRate                     -0.0086081797  0.0620580339 -0.0281830934
## wk_price_change_4              -0.0538113520 -0.0145926298  0.0813938754
## wk_price_change_8               0.0538079882  0.0474978950  0.0764483201
## wk_price_change_12              0.0563761278  0.0218431214  0.0663108920
## wk_price_change_16              0.1052608644  0.0814577042  0.0523606171
## wk_price_change_20              0.1075172391  0.0794908985  0.0189583897
## wk_price_change_24              0.0747491339  0.0153601571  0.0182234515
## wk_price_change_28              0.1276804929  0.0174970956  0.0135679370
## wk_price_change_32              0.0920103161 -0.0028213398  0.0375784243
## wk_price_change_36              0.0364203809 -0.0379522517  0.0335960898
## wk_price_change_40              0.0559469052 -0.0024619311  0.0059295740
## wk_price_change_44              0.0724911042 -0.0097143120  0.0116646879
## wk_price_change_48              0.0862703639 -0.0051439463  0.0308014103
## wk_price_change_52              0.1053023684  0.0183421953  0.0037123166
## rate_of_change_4_8             -0.0020749243 -0.0110733035 -0.0099564158
## rate_of_change_8_12            -0.0062363290 -0.0068620996 -0.0050637989
## rate_of_change_12_16           -0.0003280665 -0.0010194082  0.0041112736
## rate_of_change_16_20           -0.0011907673 -0.0039098582 -0.0078099792
## rate_of_change_20_24            0.0226241011  0.0164352121 -0.0006085232
## rate_of_change_24_28           -0.0040191009 -0.0181588829  0.0138839080
## rate_of_change_28_32            0.0152723049  0.0072939028 -0.0023363357
## rate_of_change_32_36            0.0129194541  0.0107857349 -0.0131307744
## rate_of_change_36_40           -0.0089722025 -0.0108258103 -0.0030980540
## rate_of_change_40_44            0.0039184649  0.0262673924 -0.0035047658
## rate_of_change_44_48           -0.0043339226  0.0101315743  0.0016788410
## rate_of_change_48_52           -0.0004749243 -0.0023362215  0.0073375479
## wk_sd_4                         0.0253065582 -0.0256708631  0.0495953881
## wk_sd_8                         0.0479752017 -0.0343467628  0.0931427613
## wk_sd_12                        0.0608342788 -0.0432281459  0.0980683162
## wk_sd_16                        0.0545910338 -0.0519410457  0.0855797548
## wk_sd_20                        0.0535400655 -0.0595259675  0.0793532085
## wk_sd_24                        0.0456331163 -0.0666971896  0.0750274467
## wk_sd_28                        0.0568470095 -0.0525247018  0.0681292596
## wk_sd_32                        0.0605711207 -0.0416385545  0.0612652594
## wk_sd_36                        0.0509153448 -0.0349669485  0.0518184333
## wk_sd_40                        0.0435363574 -0.0318973112  0.0436846547
## wk_sd_44                        0.0448200470 -0.0296451434  0.0402026680
## wk_sd_48                        0.0458269863 -0.0293573663  0.0390806662
## wk_sd_52                        0.0456801648 -0.0302553181  0.0400638186
## wk_sd_92                        0.0463912050 -0.0350503481  0.0419133550
##                                Current.Ratio Total.Revenue Debt.to.Equity
## Full.Time.Employees            -0.0760479796  0.7322851119   0.0107879225
## Dividend.Rate                  -0.0956968538  0.1406275706   0.0360630611
## Dividend.Yield                 -0.1387618337  0.0741766096   0.0347839761
## Payout.Ratio                   -0.0211828544 -0.0202454537   0.0161543079
## X5.Year.Avg.Dividend.Yield     -0.1209463693  0.0911384551   0.1071239759
## Beta                            0.0587351180 -0.1049093299   0.0055767467
## Forward.P.E                    -0.0256413216 -0.0015411590   0.0125117458
## Volume                          0.0220827902  0.2097480589  -0.0084077373
## Regular.Market.Volume           0.0220827902  0.2097480589  -0.0084077373
## Average.Volume                  0.0086802915  0.2489927447  -0.0079010515
## Average.Volume..10.days.        0.0147084864  0.2578309645  -0.0079782894
## Market.Cap                     -0.0272332608  0.6044316679  -0.0058968595
## X52.Week.Low                    0.0431116382  0.0529156170  -0.0163652958
## X52.Week.High                   0.0551123858  0.0386437036  -0.0127236496
## Price.Sales..TTM.               0.2124816181 -0.1078902423  -0.0108889380
## Trailing.Annual.Dividend.Rate  -0.0998922913  0.1338661620   0.0338797288
## Trailing.Annual.Dividend.Yield -0.1341637445  0.0710603956   0.0309369149
## Profit.Margins                  0.2699823317 -0.0111821048  -0.0097194047
## Enterprise.to.Revenue           0.1298187193 -0.1257757380   0.0114609079
## Enterprise.to.EBITDA            0.0026007742  0.0081106648   0.0007570546
## Recommendation.Mean            -0.0408809473 -0.0918861857  -0.0045444105
## Total.Cash.Per.Share            0.0895882864  0.0434021956  -0.0187578277
## EBITDA                         -0.0632110560  0.7488736587  -0.0010264698
## Total.Debt                     -0.1239539362  0.6022170418   0.0503953820
## Quick.Ratio                     0.9663065210 -0.0665260395  -0.0253463738
## Current.Ratio                   1.0000000000 -0.0803272218  -0.0348420170
## Total.Revenue                  -0.0803272218  1.0000000000  -0.0017224749
## Debt.to.Equity                 -0.0348420170 -0.0017224749   1.0000000000
## Revenue.Per.Share              -0.0196980263  0.2191721512  -0.0052771106
## Return.on.Assets               -0.0186462063  0.1254061974   0.0051802797
## Return.on.Equity               -0.0285038926  0.0779318804   0.1444060090
## Revenue.Growth                  0.1062258485 -0.0048363159   0.0018980082
## Gross.Margins                  -0.0525472180 -0.1355076216   0.0089625557
## EBITDA.Margins                 -0.0416010580 -0.0638843240   0.0159092078
## Earnings.Per.Share              0.0491864186  0.0465129628  -0.0115630402
## Price.to.Earnings              -0.0132079346  0.0150861299   0.0204284529
## GrowthRate                     -0.0432243419 -0.0232144741   0.0577832239
## wk_price_change_4               0.0845112143 -0.0600447213   0.0366527854
## wk_price_change_8               0.0720578787  0.0169865020   0.0813266880
## wk_price_change_12              0.0769247336 -0.0013381884   0.0578625521
## wk_price_change_16              0.0496638322  0.0379695062   0.0637832314
## wk_price_change_20              0.0248810108  0.0491385536   0.0608397174
## wk_price_change_24              0.0219554712  0.0387924721   0.0585244014
## wk_price_change_28              0.0141562076  0.0644186630   0.0516682612
## wk_price_change_32              0.0518634475  0.0384964056   0.0480211227
## wk_price_change_36              0.0495513529 -0.0121694537   0.0564925119
## wk_price_change_40              0.0175689583  0.0112546841   0.0536218500
## wk_price_change_44              0.0199462628  0.0257307913   0.0482516201
## wk_price_change_48              0.0289208870  0.0346062550   0.0544247105
## wk_price_change_52              0.0022542761  0.0629217016   0.0478257373
## rate_of_change_4_8             -0.0151054170 -0.0103038628  -0.0017640949
## rate_of_change_8_12            -0.0096746369  0.0003540357   0.0035706195
## rate_of_change_12_16           -0.0052006573 -0.0101307204  -0.0075551235
## rate_of_change_16_20           -0.0080450575  0.0029844423  -0.0009550826
## rate_of_change_20_24            0.0024984087  0.0083981154  -0.0030285090
## rate_of_change_24_28            0.0102738269 -0.0080016255  -0.0061130024
## rate_of_change_28_32            0.0006199856  0.0157357070  -0.0038887341
## rate_of_change_32_36           -0.0298442510  0.0152215905   0.0056200470
## rate_of_change_36_40           -0.0055035002 -0.0117803939   0.0083099949
## rate_of_change_40_44           -0.0044923693 -0.0062166444   0.0041024549
## rate_of_change_44_48           -0.0029376760 -0.0049191335  -0.0031534293
## rate_of_change_48_52            0.0061237703 -0.0057894093  -0.0007286095
## wk_sd_4                         0.0763196865  0.0230097109  -0.0095297281
## wk_sd_8                         0.1113797400  0.0255360734  -0.0092159558
## wk_sd_12                        0.1133588845  0.0349724542  -0.0150971156
## wk_sd_16                        0.1015406170  0.0409034229  -0.0198416654
## wk_sd_20                        0.0932087853  0.0380554629  -0.0240179496
## wk_sd_24                        0.0870055789  0.0302851470  -0.0232816725
## wk_sd_28                        0.0813042739  0.0407974891  -0.0210596585
## wk_sd_32                        0.0770564974  0.0470926772  -0.0192334500
## wk_sd_36                        0.0713101612  0.0415948261  -0.0161242016
## wk_sd_40                        0.0654620362  0.0335681441  -0.0146308609
## wk_sd_44                        0.0622030853  0.0342062406  -0.0144125595
## wk_sd_48                        0.0610024141  0.0354959183  -0.0146372648
## wk_sd_52                        0.0620638222  0.0350220551  -0.0149600232
## wk_sd_92                        0.0653728612  0.0270740065  -0.0156539143
##                                Revenue.Per.Share Return.on.Assets
## Full.Time.Employees                 0.0790379122     0.0786650030
## Dividend.Rate                       0.1314316943     0.1748690303
## Dividend.Yield                     -0.0437126443    -0.0242920071
## Payout.Ratio                       -0.0298256887    -0.0607433663
## X5.Year.Avg.Dividend.Yield         -0.0494288062    -0.0146106086
## Beta                               -0.0471579588    -0.0155920796
## Forward.P.E                        -0.0092617315     0.0276719386
## Volume                             -0.0606611906     0.2098679563
## Regular.Market.Volume              -0.0606611906     0.2098679563
## Average.Volume                     -0.0658026176     0.2083264689
## Average.Volume..10.days.           -0.0707752107     0.1891087764
## Market.Cap                         -0.0167200096     0.3170367936
## X52.Week.Low                        0.7285263996     0.2426973808
## X52.Week.High                       0.7196186473     0.2312120491
## Price.Sales..TTM.                  -0.2036591317     0.0167929014
## Trailing.Annual.Dividend.Rate       0.1278763462     0.1674165192
## Trailing.Annual.Dividend.Yield     -0.0433875285    -0.0338760728
## Profit.Margins                     -0.0215486270    -0.0331904579
## Enterprise.to.Revenue              -0.2250638136     0.0223286453
## Enterprise.to.EBITDA               -0.0044497130     0.1484675248
## Recommendation.Mean                 0.0208665975    -0.0110321775
## Total.Cash.Per.Share                0.7300154781     0.0554104551
## EBITDA                              0.0148896884     0.2644619827
## Total.Debt                          0.0296926643     0.0141485733
## Quick.Ratio                        -0.0430380108    -0.0347915375
## Current.Ratio                      -0.0196980263    -0.0186462063
## Total.Revenue                       0.2191721512     0.1254061974
## Debt.to.Equity                     -0.0052771106     0.0051802797
## Revenue.Per.Share                   1.0000000000     0.1150451958
## Return.on.Assets                    0.1150451958     1.0000000000
## Return.on.Equity                    0.0602398717     0.4020164672
## Revenue.Growth                     -0.0506761719    -0.0264048896
## Gross.Margins                      -0.2527557542     0.1865716088
## EBITDA.Margins                     -0.1578386562     0.4192285080
## Earnings.Per.Share                  0.7755871632     0.2293477000
## Price.to.Earnings                   0.0033184970     0.0729775082
## GrowthRate                          0.0005346515     0.0030119418
## wk_price_change_4                  -0.0197525205    -0.2023119868
## wk_price_change_8                   0.0101063450     0.0508674838
## wk_price_change_12                 -0.0291241891     0.0610480360
## wk_price_change_16                 -0.0219631948     0.0704204686
## wk_price_change_20                  0.0066790014     0.1345248070
## wk_price_change_24                  0.0181902167     0.1991534171
## wk_price_change_28                  0.0204517650     0.2861015016
## wk_price_change_32                  0.0159352191     0.2253155929
## wk_price_change_36                 -0.0097529268     0.1415044827
## wk_price_change_40                 -0.0007271245     0.1679391749
## wk_price_change_44                  0.0197565052     0.2088559157
## wk_price_change_48                  0.0066111147     0.1821907419
## wk_price_change_52                  0.0278907446     0.2289179942
## rate_of_change_4_8                 -0.0062807398     0.0192617391
## rate_of_change_8_12                 0.0171878113     0.0167759869
## rate_of_change_12_16               -0.0047062698    -0.0004853619
## rate_of_change_16_20               -0.0008943559     0.0370345197
## rate_of_change_20_24               -0.0040246968     0.0358067189
## rate_of_change_24_28               -0.0140062390     0.0130751235
## rate_of_change_28_32               -0.0020152048    -0.0044208771
## rate_of_change_32_36                0.0040171090     0.0003703366
## rate_of_change_36_40               -0.0190270480     0.0204906673
## rate_of_change_40_44                0.0067091763    -0.0141822695
## rate_of_change_44_48               -0.0092363765     0.0306534014
## rate_of_change_48_52                0.0021350539    -0.0040536426
## wk_sd_4                             0.6882529175     0.1903239796
## wk_sd_8                             0.5945283854     0.2520448011
## wk_sd_12                            0.5252940681     0.2798574788
## wk_sd_16                            0.5363803674     0.2927814632
## wk_sd_20                            0.5088168295     0.3042762613
## wk_sd_24                            0.5206669100     0.2940799572
## wk_sd_28                            0.5663574580     0.2988476640
## wk_sd_32                            0.6143831945     0.2854413886
## wk_sd_36                            0.6562517123     0.2608224186
## wk_sd_40                            0.6690637198     0.2454676886
## wk_sd_44                            0.6677903938     0.2446540802
## wk_sd_48                            0.6675216173     0.2435455744
## wk_sd_52                            0.6645922323     0.2423864875
## wk_sd_92                            0.6651783541     0.2328534710
##                                Return.on.Equity Revenue.Growth Gross.Margins
## Full.Time.Employees                0.0738043679  -2.746784e-02 -0.1157578307
## Dividend.Rate                      0.1140741345  -6.429343e-02 -0.0112247475
## Dividend.Yield                     0.0116021183  -1.071391e-01  0.0188068605
## Payout.Ratio                      -0.0304752792  -4.237174e-02 -0.0049113765
## X5.Year.Avg.Dividend.Yield         0.0430378523  -1.745064e-01 -0.0155226718
## Beta                              -0.0318135397   1.088535e-01  0.0101708561
## Forward.P.E                        0.0121132958   1.295352e-01  0.0457988769
## Volume                             0.0190794938   2.333996e-01  0.0047155970
## Regular.Market.Volume              0.0190794938   2.333996e-01  0.0047155970
## Average.Volume                     0.0233093569   2.200722e-01 -0.0002989146
## Average.Volume..10.days.           0.0226815943   2.065515e-01  0.0033521591
## Market.Cap                         0.0959671571   1.340965e-01  0.0840140235
## X52.Week.Low                       0.0676147953   1.521335e-02  0.0071574226
## X52.Week.High                      0.0617620466   3.887323e-02  0.0064132166
## Price.Sales..TTM.                  0.0070257483   3.242590e-01  0.2861797094
## Trailing.Annual.Dividend.Rate      0.1105239074  -6.572099e-02 -0.0118433466
## Trailing.Annual.Dividend.Yield    -0.0063987275  -1.157792e-01  0.0053745770
## Profit.Margins                     0.0905910851   3.037893e-01 -0.3197698320
## Enterprise.to.Revenue             -0.0083728430   2.339961e-01  0.4073765857
## Enterprise.to.EBITDA               0.0571851438  -2.952079e-02 -0.0188350090
## Recommendation.Mean               -0.0013723845  -2.159346e-01 -0.0718129018
## Total.Cash.Per.Share              -0.0002956088   2.361168e-02 -0.0445321061
## EBITDA                             0.0944858961   4.935044e-02  0.0603239395
## Total.Debt                         0.0652281413  -5.097557e-02  0.0094235098
## Quick.Ratio                       -0.0220920461   1.198398e-01 -0.0290000287
## Current.Ratio                     -0.0285038926   1.062258e-01 -0.0525472180
## Total.Revenue                      0.0779318804  -4.836316e-03 -0.1355076216
## Debt.to.Equity                     0.1444060090   1.898008e-03  0.0089625557
## Revenue.Per.Share                  0.0602398717  -5.067617e-02 -0.2527557542
## Return.on.Assets                   0.4020164672  -2.640489e-02  0.1865716088
## Return.on.Equity                   1.0000000000  -1.850659e-02  0.0344336282
## Revenue.Growth                    -0.0185065919   1.000000e+00  0.0242512787
## Gross.Margins                      0.0344336282   2.425128e-02  1.0000000000
## EBITDA.Margins                     0.1409010440   6.518305e-05  0.4732729370
## Earnings.Per.Share                 0.0832200732  -5.950897e-04 -0.0523826721
## Price.to.Earnings                  0.0286450017   4.197564e-02  0.0139481290
## GrowthRate                         0.0652609406   1.017671e-03  0.0896969635
## wk_price_change_4                 -0.1084105082   4.867938e-03 -0.0590472871
## wk_price_change_8                  0.0009464580   1.326196e-01 -0.0044118094
## wk_price_change_12                 0.0282959777   9.588095e-02 -0.0335687488
## wk_price_change_16                 0.0379929132   1.111643e-01 -0.0600805890
## wk_price_change_20                 0.0585291387   1.252638e-01 -0.0617029071
## wk_price_change_24                 0.0854805854   2.051364e-01 -0.0644056776
## wk_price_change_28                 0.1249180440   2.562896e-01 -0.0188937040
## wk_price_change_32                 0.1004311450   2.324924e-01 -0.0270215131
## wk_price_change_36                 0.0828148499   2.414067e-01  0.0051315066
## wk_price_change_40                 0.0806087410   2.495813e-01  0.0281246601
## wk_price_change_44                 0.0919558797   2.511998e-01  0.0214805203
## wk_price_change_48                 0.0938361030   3.054583e-01  0.0463922708
## wk_price_change_52                 0.1174942983   2.824816e-01  0.0253571797
## rate_of_change_4_8                 0.0004825509   1.729894e-01  0.0481615076
## rate_of_change_8_12                0.0161337679  -2.167166e-02 -0.0318684914
## rate_of_change_12_16              -0.0263754226   1.520161e-02 -0.0028893980
## rate_of_change_16_20               0.0086094146  -5.254300e-03 -0.0141840072
## rate_of_change_20_24               0.0233332119  -6.305668e-02  0.0914640075
## rate_of_change_24_28              -0.0055808819   4.245721e-03  0.0014630618
## rate_of_change_28_32              -0.0043342759   1.746844e-02  0.0099809524
## rate_of_change_32_36               0.0030483775  -3.694562e-02 -0.0454625114
## rate_of_change_36_40               0.1674707624   2.583536e-02  0.0299530750
## rate_of_change_40_44              -0.0053659788   2.822074e-02  0.0268029861
## rate_of_change_44_48              -0.0100439293   2.556605e-03 -0.0157706364
## rate_of_change_48_52              -0.0015418881   3.733119e-04  0.0370783947
## wk_sd_4                            0.0385438565   4.057452e-02 -0.0022854090
## wk_sd_8                            0.0565205579   6.786729e-02  0.0557655359
## wk_sd_12                           0.0605717201   9.429432e-02  0.0751151585
## wk_sd_16                           0.0647922660   8.771929e-02  0.0543418238
## wk_sd_20                           0.0654127848   8.958551e-02  0.0460456396
## wk_sd_24                           0.0602681086   1.139798e-01  0.0431026142
## wk_sd_28                           0.0626215853   1.227478e-01  0.0316287499
## wk_sd_32                           0.0609948352   1.161421e-01  0.0200083519
## wk_sd_36                           0.0594224771   1.015219e-01  0.0121439060
## wk_sd_40                           0.0587644800   9.135828e-02  0.0102495671
## wk_sd_44                           0.0593556540   9.093324e-02  0.0095313955
## wk_sd_48                           0.0588677262   9.089294e-02  0.0095233830
## wk_sd_52                           0.0585899807   9.003076e-02  0.0112571632
## wk_sd_92                           0.0520783704   7.276912e-02  0.0178980704
##                                EBITDA.Margins Earnings.Per.Share
## Full.Time.Employees             -8.733363e-02       0.0149495977
## Dividend.Rate                    2.844432e-01       0.1470203475
## Dividend.Yield                   3.659699e-01      -0.0369931679
## Payout.Ratio                     3.333472e-02      -0.0388432879
## X5.Year.Avg.Dividend.Yield       3.227782e-01      -0.0369736533
## Beta                            -9.188326e-02      -0.0286584279
## Forward.P.E                      7.243154e-02       0.0026355829
## Volume                           2.612347e-02      -0.0412458092
## Regular.Market.Volume            2.612347e-02      -0.0412458092
## Average.Volume                   2.231421e-02      -0.0456412976
## Average.Volume..10.days.         2.252099e-02      -0.0487935969
## Market.Cap                       1.166927e-01       0.0258472704
## X52.Week.Low                     4.194557e-02       0.9272774410
## X52.Week.High                    2.091321e-02       0.9292653559
## Price.Sales..TTM.                1.397493e-01      -0.0371912051
## Trailing.Annual.Dividend.Rate    2.834823e-01       0.1424687437
## Trailing.Annual.Dividend.Yield   3.285575e-01      -0.0443381236
## Profit.Margins                   7.745111e-02       0.0305690280
## Enterprise.to.Revenue            2.573064e-01      -0.0498572039
## Enterprise.to.EBITDA             1.308359e-01       0.0131853054
## Recommendation.Mean              1.477331e-02       0.0070059391
## Total.Cash.Per.Share            -6.347273e-02       0.8537331022
## EBITDA                           1.438983e-01       0.0443625146
## Total.Debt                       1.412104e-01       0.0150799950
## Quick.Ratio                     -1.965493e-02       0.0209209968
## Current.Ratio                   -4.160106e-02       0.0491864186
## Total.Revenue                   -6.388432e-02       0.0465129628
## Debt.to.Equity                   1.590921e-02      -0.0115630402
## Revenue.Per.Share               -1.578387e-01       0.7755871632
## Return.on.Assets                 4.192285e-01       0.2293477000
## Return.on.Equity                 1.409010e-01       0.0832200732
## Revenue.Growth                   6.518305e-05      -0.0005950897
## Gross.Margins                    4.732729e-01      -0.0523826721
## EBITDA.Margins                   1.000000e+00       0.0518695727
## Earnings.Per.Share               5.186957e-02       1.0000000000
## Price.to.Earnings                5.165990e-02       0.0185429186
## GrowthRate                       1.521615e-01       0.0278938585
## wk_price_change_4               -6.183589e-02       0.0050144708
## wk_price_change_8                7.070800e-02       0.0372343846
## wk_price_change_12               8.479977e-02       0.0120275771
## wk_price_change_16               1.913552e-01       0.0274021886
## wk_price_change_20               1.672353e-01       0.0458499466
## wk_price_change_24               7.188816e-02       0.0622020775
## wk_price_change_28               7.674892e-02       0.0825789111
## wk_price_change_32               3.536559e-02       0.0700195238
## wk_price_change_36              -3.222442e-02       0.0500761796
## wk_price_change_40              -2.688097e-02       0.0560662446
## wk_price_change_44              -2.120438e-02       0.0716480761
## wk_price_change_48              -1.856783e-02       0.0693547374
## wk_price_change_52               3.680122e-02       0.0823880276
## rate_of_change_4_8               7.306449e-02       0.0087562680
## rate_of_change_8_12             -2.331197e-02       0.0046501914
## rate_of_change_12_16             8.660105e-03      -0.0133900915
## rate_of_change_16_20            -1.269327e-02       0.0016921166
## rate_of_change_20_24             7.093094e-02       0.0063690689
## rate_of_change_24_28             1.334126e-02      -0.0035975391
## rate_of_change_28_32            -2.241882e-02      -0.0057514462
## rate_of_change_32_36             1.805022e-02       0.0029213441
## rate_of_change_36_40            -7.802976e-04      -0.0028417510
## rate_of_change_40_44             7.011580e-02      -0.0040145790
## rate_of_change_44_48             8.212257e-03      -0.0042385238
## rate_of_change_48_52             2.893477e-03       0.0082919214
## wk_sd_4                         -1.202774e-02       0.8940180364
## wk_sd_8                          4.665051e-03       0.7848908236
## wk_sd_12                         6.997030e-03       0.6856192453
## wk_sd_16                        -4.663117e-03       0.6785909931
## wk_sd_20                        -1.159695e-02       0.6382894416
## wk_sd_24                        -3.042058e-02       0.6515235773
## wk_sd_28                        -2.940800e-02       0.7095708386
## wk_sd_32                        -2.760149e-02       0.7724455463
## wk_sd_36                        -2.283283e-02       0.8379874444
## wk_sd_40                        -1.763491e-02       0.8671426239
## wk_sd_44                        -1.725222e-02       0.8662824050
## wk_sd_48                        -1.937170e-02       0.8631291470
## wk_sd_52                        -2.203975e-02       0.8577510336
## wk_sd_92                        -1.465785e-02       0.8691810456
##                                Price.to.Earnings    GrowthRate
## Full.Time.Employees                 0.0088967467  0.0105380331
## Dividend.Rate                       0.0224519755  0.0915315731
## Dividend.Yield                      0.0165827305  0.0207922773
## Payout.Ratio                       -0.0089274856  0.0393180183
## X5.Year.Avg.Dividend.Yield          0.0331612492  0.1350120865
## Beta                                0.0158756999 -0.1488223699
## Forward.P.E                        -0.0199789613  0.0397296908
## Volume                              0.0205721909 -0.0609824145
## Regular.Market.Volume               0.0205721909 -0.0609824145
## Average.Volume                      0.0223264997 -0.0791779591
## Average.Volume..10.days.            0.0253285151 -0.0753535583
## Market.Cap                          0.0210914138 -0.0190140378
## X52.Week.Low                        0.0027636999  0.0288944119
## X52.Week.High                       0.0015924826  0.0257081537
## Price.Sales..TTM.                  -0.0273817934  0.0764093995
## Trailing.Annual.Dividend.Rate       0.0278281505  0.0936076206
## Trailing.Annual.Dividend.Yield      0.0185190406  0.0177685048
## Profit.Margins                      0.0099072127  0.0093883541
## Enterprise.to.Revenue              -0.0209820628  0.1041606280
## Enterprise.to.EBITDA                0.0968894958 -0.0115613129
## Recommendation.Mean                 0.0550815154  0.0003356265
## Total.Cash.Per.Share               -0.0052431773 -0.0132892055
## EBITDA                              0.0189436713 -0.0086081797
## Total.Debt                          0.0175325173  0.0620580339
## Quick.Ratio                        -0.0099546436 -0.0281830934
## Current.Ratio                      -0.0132079346 -0.0432243419
## Total.Revenue                       0.0150861299 -0.0232144741
## Debt.to.Equity                      0.0204284529  0.0577832239
## Revenue.Per.Share                   0.0033184970  0.0005346515
## Return.on.Assets                    0.0729775082  0.0030119418
## Return.on.Equity                    0.0286450017  0.0652609406
## Revenue.Growth                      0.0419756435  0.0010176706
## Gross.Margins                       0.0139481290  0.0896969635
## EBITDA.Margins                      0.0516599007  0.1521615168
## Earnings.Per.Share                  0.0185429186  0.0278938585
## Price.to.Earnings                   1.0000000000 -0.0227607324
## GrowthRate                         -0.0227607324  1.0000000000
## wk_price_change_4                  -0.0487128131 -0.0662585198
## wk_price_change_8                   0.0588253139 -0.0357980727
## wk_price_change_12                  0.0787551549 -0.0501698439
## wk_price_change_16                  0.0837140309  0.0326157622
## wk_price_change_20                  0.0842364910  0.0059163966
## wk_price_change_24                  0.0638052764  0.0030805441
## wk_price_change_28                  0.0644140580  0.0199914208
## wk_price_change_32                  0.0474320740 -0.0074090507
## wk_price_change_36                  0.0358943481 -0.0112082261
## wk_price_change_40                  0.0474281972  0.0263150158
## wk_price_change_44                  0.0456065438  0.0077023892
## wk_price_change_48                  0.0435281801  0.0137325506
## wk_price_change_52                  0.0216930507  0.0280683751
## rate_of_change_4_8                 -0.0087156990 -0.0657309706
## rate_of_change_8_12                 0.0023516840 -0.0245258790
## rate_of_change_12_16               -0.0251044824  0.0617553359
## rate_of_change_16_20                0.0001987152  0.0002363426
## rate_of_change_20_24               -0.0539420943 -0.0191383011
## rate_of_change_24_28               -0.0011036088 -0.0030340192
## rate_of_change_28_32                0.0105112994 -0.0053552449
## rate_of_change_32_36               -0.0536441733 -0.0130039847
## rate_of_change_36_40                0.0660309360  0.0469498998
## rate_of_change_40_44               -0.0250002026  0.0092303364
## rate_of_change_44_48                0.0043814332 -0.0274082729
## rate_of_change_48_52               -0.0032275228 -0.0197683278
## wk_sd_4                            -0.0052760081  0.0027390563
## wk_sd_8                            -0.0238872187 -0.0292974142
## wk_sd_12                           -0.0184857423 -0.0368378839
## wk_sd_16                           -0.0161756229 -0.0374016001
## wk_sd_20                           -0.0209082337 -0.0353734417
## wk_sd_24                           -0.0177555379 -0.0378032776
## wk_sd_28                           -0.0079932819 -0.0360069785
## wk_sd_32                           -0.0032183281 -0.0294504674
## wk_sd_36                           -0.0027537315 -0.0191024668
## wk_sd_40                           -0.0002021970 -0.0085765924
## wk_sd_44                            0.0027113312 -0.0076546746
## wk_sd_48                            0.0043832715 -0.0078919661
## wk_sd_52                            0.0071453348 -0.0091381504
## wk_sd_92                            0.0090034481 -0.0131964905
##                                wk_price_change_4 wk_price_change_8
## Full.Time.Employees                 -0.011723047       0.028663279
## Dividend.Rate                       -0.032888926       0.024962977
## Dividend.Yield                      -0.034262670      -0.085094409
## Payout.Ratio                         0.015644364      -0.002162453
## X5.Year.Avg.Dividend.Yield          -0.024884400      -0.007209629
## Beta                                 0.160582171       0.139203508
## Forward.P.E                         -0.088820751      -0.055645903
## Volume                               0.015571835       0.155211729
## Regular.Market.Volume                0.015571835       0.155211729
## Average.Volume                       0.029961003       0.170236805
## Average.Volume..10.days.             0.024996093       0.167845505
## Market.Cap                          -0.043984139       0.117565293
## X52.Week.Low                         0.003356099       0.062677004
## X52.Week.High                        0.006207748       0.071311956
## Price.Sales..TTM.                    0.051784179       0.179200449
## Trailing.Annual.Dividend.Rate       -0.037587733       0.022056003
## Trailing.Annual.Dividend.Yield      -0.049179155      -0.090519602
## Profit.Margins                      -0.013417191       0.006462980
## Enterprise.to.Revenue                0.059961268       0.181899203
## Enterprise.to.EBITDA                -0.009837386       0.065491062
## Recommendation.Mean                  0.060196209       0.007485504
## Total.Cash.Per.Share                 0.031364005       0.036493438
## EBITDA                              -0.053811352       0.053807988
## Total.Debt                          -0.014592630       0.047497895
## Quick.Ratio                          0.081393875       0.076448320
## Current.Ratio                        0.084511214       0.072057879
## Total.Revenue                       -0.060044721       0.016986502
## Debt.to.Equity                       0.036652785       0.081326688
## Revenue.Per.Share                   -0.019752521       0.010106345
## Return.on.Assets                    -0.202311987       0.050867484
## Return.on.Equity                    -0.108410508       0.000946458
## Revenue.Growth                       0.004867938       0.132619611
## Gross.Margins                       -0.059047287      -0.004411809
## EBITDA.Margins                      -0.061835888       0.070708004
## Earnings.Per.Share                   0.005014471       0.037234385
## Price.to.Earnings                   -0.048712813       0.058825314
## GrowthRate                          -0.066258520      -0.035798073
## wk_price_change_4                    1.000000000       0.519330128
## wk_price_change_8                    0.519330128       1.000000000
## wk_price_change_12                   0.314736923       0.696262961
## wk_price_change_16                   0.256866434       0.619879166
## wk_price_change_20                   0.124672634       0.475212708
## wk_price_change_24                   0.017421404       0.383100595
## wk_price_change_28                  -0.048586521       0.360639610
## wk_price_change_32                  -0.013751302       0.365754289
## wk_price_change_36                  -0.002839043       0.353853279
## wk_price_change_40                  -0.040752736       0.317689336
## wk_price_change_44                  -0.048906781       0.328616256
## wk_price_change_48                  -0.040438560       0.311589180
## wk_price_change_52                  -0.056343404       0.285080399
## rate_of_change_4_8                   0.034807570      -0.002379064
## rate_of_change_8_12                 -0.005358738       0.005790145
## rate_of_change_12_16                 0.022938246       0.049725617
## rate_of_change_16_20                -0.027343308       0.030412913
## rate_of_change_20_24                -0.014045208      -0.015453834
## rate_of_change_24_28                 0.026726339       0.034272454
## rate_of_change_28_32                -0.009578763      -0.035884246
## rate_of_change_32_36                -0.028620128      -0.012978209
## rate_of_change_36_40                -0.019411125       0.008965817
## rate_of_change_40_44                 0.023204306       0.014723808
## rate_of_change_44_48                 0.036848835       0.040158959
## rate_of_change_48_52                 0.023148459       0.005446482
## wk_sd_4                              0.050036404       0.091914691
## wk_sd_8                              0.015740873       0.130047685
## wk_sd_12                            -0.020061793       0.125874797
## wk_sd_16                            -0.015592331       0.119698867
## wk_sd_20                            -0.018315839       0.099745206
## wk_sd_24                            -0.017202317       0.094962982
## wk_sd_28                            -0.018349896       0.100109610
## wk_sd_32                            -0.015926870       0.097185035
## wk_sd_36                            -0.010310550       0.091455681
## wk_sd_40                            -0.005396243       0.088121019
## wk_sd_44                            -0.005641441       0.089370014
## wk_sd_48                            -0.006637164       0.089196393
## wk_sd_52                            -0.007357295       0.088479513
## wk_sd_92                            -0.003302930       0.079216085
##                                wk_price_change_12 wk_price_change_16
## Full.Time.Employees                   0.013931660       0.0251133568
## Dividend.Rate                         0.014364163       0.0880232483
## Dividend.Yield                       -0.091589589       0.0216423615
## Payout.Ratio                          0.013061132       0.0441080425
## X5.Year.Avg.Dividend.Yield            0.052028770       0.1405015894
## Beta                                  0.064928834      -0.0205437387
## Forward.P.E                          -0.296755217      -0.1250429221
## Volume                                0.160545155       0.1080049671
## Regular.Market.Volume                 0.160545155       0.1080049671
## Average.Volume                        0.177922752       0.1222447800
## Average.Volume..10.days.              0.169063967       0.1115515764
## Market.Cap                            0.139614054       0.1492914985
## X52.Week.Low                          0.027485475       0.0291081601
## X52.Week.High                         0.044951780       0.0396707796
## Price.Sales..TTM.                     0.219837119       0.1801815103
## Trailing.Annual.Dividend.Rate         0.008883727       0.0840306291
## Trailing.Annual.Dividend.Yield       -0.114379634      -0.0092466778
## Profit.Margins                        0.009122973       0.0479677368
## Enterprise.to.Revenue                 0.222809499       0.1907070581
## Enterprise.to.EBITDA                  0.147832840       0.1277904418
## Recommendation.Mean                  -0.026905848      -0.0679958791
## Total.Cash.Per.Share                  0.020012021       0.0182793745
## EBITDA                                0.056376128       0.1052608644
## Total.Debt                            0.021843121       0.0814577042
## Quick.Ratio                           0.066310892       0.0523606171
## Current.Ratio                         0.076924734       0.0496638322
## Total.Revenue                        -0.001338188       0.0379695062
## Debt.to.Equity                        0.057862552       0.0637832314
## Revenue.Per.Share                    -0.029124189      -0.0219631948
## Return.on.Assets                      0.061048036       0.0704204686
## Return.on.Equity                      0.028295978       0.0379929132
## Revenue.Growth                        0.095880949       0.1111642725
## Gross.Margins                        -0.033568749      -0.0600805890
## EBITDA.Margins                        0.084799772       0.1913552151
## Earnings.Per.Share                    0.012027577       0.0274021886
## Price.to.Earnings                     0.078755155       0.0837140309
## GrowthRate                           -0.050169844       0.0326157622
## wk_price_change_4                     0.314736923       0.2568664340
## wk_price_change_8                     0.696262961       0.6198791657
## wk_price_change_12                    1.000000000       0.8787478696
## wk_price_change_16                    0.878747870       1.0000000000
## wk_price_change_20                    0.765857279       0.8646922230
## wk_price_change_24                    0.626231060       0.6733915635
## wk_price_change_28                    0.570039941       0.6127547768
## wk_price_change_32                    0.583690613       0.6007520066
## wk_price_change_36                    0.554578821       0.5317008036
## wk_price_change_40                    0.488463192       0.4664135792
## wk_price_change_44                    0.487535568       0.4670501614
## wk_price_change_48                    0.458489248       0.4506166182
## wk_price_change_52                    0.420242077       0.4293253318
## rate_of_change_4_8                   -0.013634727      -0.0112430517
## rate_of_change_8_12                  -0.014072352      -0.0201155168
## rate_of_change_12_16                  0.031710123       0.0362308196
## rate_of_change_16_20                  0.013103963      -0.0001239777
## rate_of_change_20_24                  0.033067749       0.0328733597
## rate_of_change_24_28                  0.038726494       0.0335291858
## rate_of_change_28_32                 -0.039853158      -0.0367249963
## rate_of_change_32_36                  0.015874602       0.0230172435
## rate_of_change_36_40                 -0.005596328      -0.0012235370
## rate_of_change_40_44                  0.032790028       0.0277733656
## rate_of_change_44_48                  0.010600711       0.0096181912
## rate_of_change_48_52                 -0.015146305      -0.0123617164
## wk_sd_4                               0.067024380       0.0505835477
## wk_sd_8                               0.117578706       0.0883660491
## wk_sd_12                              0.129262723       0.0934834882
## wk_sd_16                              0.101288505       0.0553314170
## wk_sd_20                              0.071027915       0.0200688998
## wk_sd_24                              0.077550832       0.0340747846
## wk_sd_28                              0.086870578       0.0500078453
## wk_sd_32                              0.084305741       0.0529282660
## wk_sd_36                              0.077557603       0.0515094049
## wk_sd_40                              0.072807121       0.0489897815
## wk_sd_44                              0.074454765       0.0501001053
## wk_sd_48                              0.073824919       0.0492873440
## wk_sd_52                              0.072842881       0.0481990951
## wk_sd_92                              0.052649904       0.0348971333
##                                wk_price_change_20 wk_price_change_24
## Full.Time.Employees                   0.005997650       0.0139729834
## Dividend.Rate                         0.093135168       0.0471848011
## Dividend.Yield                        0.049875953      -0.0594688492
## Payout.Ratio                          0.049379712      -0.0154883041
## X5.Year.Avg.Dividend.Yield            0.169943934       0.0497874235
## Beta                                  0.075606292       0.1597588381
## Forward.P.E                          -0.179269208      -0.1468398188
## Volume                                0.116177529       0.1488917624
## Regular.Market.Volume                 0.116177529       0.1488917624
## Average.Volume                        0.128777737       0.1543469886
## Average.Volume..10.days.              0.119657225       0.1488917474
## Market.Cap                            0.134461183       0.1311101422
## X52.Week.Low                          0.012381496       0.0269964102
## X52.Week.High                         0.032893622       0.0610345644
## Price.Sales..TTM.                     0.176540400       0.2770898127
## Trailing.Annual.Dividend.Rate         0.089471599       0.0402440235
## Trailing.Annual.Dividend.Yield        0.017041633      -0.0871995162
## Profit.Margins                        0.011175356       0.0368984674
## Enterprise.to.Revenue                 0.195364410       0.2716261569
## Enterprise.to.EBITDA                  0.114447373       0.1092581879
## Recommendation.Mean                  -0.071404339      -0.1470835206
## Total.Cash.Per.Share                  0.021453030       0.0176182540
## EBITDA                                0.107517239       0.0747491339
## Total.Debt                            0.079490899       0.0153601571
## Quick.Ratio                           0.018958390       0.0182234515
## Current.Ratio                         0.024881011       0.0219554712
## Total.Revenue                         0.049138554       0.0387924721
## Debt.to.Equity                        0.060839717       0.0585244014
## Revenue.Per.Share                     0.006679001       0.0181902167
## Return.on.Assets                      0.134524807       0.1991534171
## Return.on.Equity                      0.058529139       0.0854805854
## Revenue.Growth                        0.125263839       0.2051364144
## Gross.Margins                        -0.061702907      -0.0644056776
## EBITDA.Margins                        0.167235252       0.0718881634
## Earnings.Per.Share                    0.045849947       0.0622020775
## Price.to.Earnings                     0.084236491       0.0638052764
## GrowthRate                            0.005916397       0.0030805441
## wk_price_change_4                     0.124672634       0.0174214036
## wk_price_change_8                     0.475212708       0.3831005953
## wk_price_change_12                    0.765857279       0.6262310596
## wk_price_change_16                    0.864692223       0.6733915635
## wk_price_change_20                    1.000000000       0.8574504922
## wk_price_change_24                    0.857450492       1.0000000000
## wk_price_change_28                    0.778389635       0.9275914944
## wk_price_change_32                    0.772717206       0.9117325009
## wk_price_change_36                    0.699813261       0.8479342157
## wk_price_change_40                    0.660855732       0.8246136316
## wk_price_change_44                    0.651020552       0.8227146084
## wk_price_change_48                    0.627155169       0.7907572354
## wk_price_change_52                    0.604823914       0.7591542860
## rate_of_change_4_8                    0.011085983       0.0012817825
## rate_of_change_8_12                  -0.015164981      -0.0072286897
## rate_of_change_12_16                  0.032870927       0.0269898321
## rate_of_change_16_20                 -0.011273004      -0.0098894752
## rate_of_change_20_24                  0.027775628      -0.0030774866
## rate_of_change_24_28                  0.007662321       0.0004317772
## rate_of_change_28_32                 -0.042354183      -0.0290936028
## rate_of_change_32_36                  0.044620454       0.0412273174
## rate_of_change_36_40                 -0.011791323       0.0009026487
## rate_of_change_40_44                  0.006981659      -0.0065205436
## rate_of_change_44_48                 -0.004251003      -0.0128700263
## rate_of_change_48_52                 -0.002431758       0.0064123165
## wk_sd_4                               0.045724163       0.0729177310
## wk_sd_8                               0.072580395       0.1091912327
## wk_sd_12                              0.081718450       0.1293614139
## wk_sd_16                              0.049089937       0.1094778067
## wk_sd_20                              0.015992589       0.0877430065
## wk_sd_24                              0.046128001       0.1369233668
## wk_sd_28                              0.069290106       0.1664061717
## wk_sd_32                              0.071649143       0.1618020765
## wk_sd_36                              0.070605867       0.1501893352
## wk_sd_40                              0.066958674       0.1375018304
## wk_sd_44                              0.068031403       0.1380002566
## wk_sd_48                              0.067423041       0.1375622490
## wk_sd_52                              0.065788801       0.1350314552
## wk_sd_92                              0.044430363       0.0998134848
##                                wk_price_change_28 wk_price_change_32
## Full.Time.Employees                   0.029812377       0.0101570884
## Dividend.Rate                         0.030495524       0.0014234189
## Dividend.Yield                       -0.132282445      -0.1311034563
## Payout.Ratio                         -0.030993526      -0.0194530022
## X5.Year.Avg.Dividend.Yield           -0.022065883      -0.0318807259
## Beta                                  0.112191485       0.2012026203
## Forward.P.E                          -0.077869432      -0.0976329514
## Volume                                0.196085945       0.1847086431
## Regular.Market.Volume                 0.196085945       0.1847086431
## Average.Volume                        0.201592299       0.1895393208
## Average.Volume..10.days.              0.188783810       0.1730903868
## Market.Cap                            0.202995491       0.1699239832
## X52.Week.Low                          0.065461560       0.0459944706
## X52.Week.High                         0.097850587       0.0866700463
## Price.Sales..TTM.                     0.258409364       0.2635175971
## Trailing.Annual.Dividend.Rate         0.020056404      -0.0079441949
## Trailing.Annual.Dividend.Yield       -0.158584051      -0.1526759530
## Profit.Margins                        0.024816003       0.0271270238
## Enterprise.to.Revenue                 0.235617362       0.2349644662
## Enterprise.to.EBITDA                  0.108885054       0.0693798741
## Recommendation.Mean                  -0.210912647      -0.1858650538
## Total.Cash.Per.Share                  0.030949965       0.0326882352
## EBITDA                                0.127680493       0.0920103161
## Total.Debt                            0.017497096      -0.0028213398
## Quick.Ratio                           0.013567937       0.0375784243
## Current.Ratio                         0.014156208       0.0518634475
## Total.Revenue                         0.064418663       0.0384964056
## Debt.to.Equity                        0.051668261       0.0480211227
## Revenue.Per.Share                     0.020451765       0.0159352191
## Return.on.Assets                      0.286101502       0.2253155929
## Return.on.Equity                      0.124918044       0.1004311450
## Revenue.Growth                        0.256289597       0.2324924254
## Gross.Margins                        -0.018893704      -0.0270215131
## EBITDA.Margins                        0.076748917       0.0353655892
## Earnings.Per.Share                    0.082578911       0.0700195238
## Price.to.Earnings                     0.064414058       0.0474320740
## GrowthRate                            0.019991421      -0.0074090507
## wk_price_change_4                    -0.048586521      -0.0137513020
## wk_price_change_8                     0.360639610       0.3657542891
## wk_price_change_12                    0.570039941       0.5836906129
## wk_price_change_16                    0.612754777       0.6007520066
## wk_price_change_20                    0.778389635       0.7727172060
## wk_price_change_24                    0.927591494       0.9117325009
## wk_price_change_28                    1.000000000       0.9528253665
## wk_price_change_32                    0.952825366       1.0000000000
## wk_price_change_36                    0.876207106       0.9310197854
## wk_price_change_40                    0.842636898       0.8691449411
## wk_price_change_44                    0.857029951       0.8613954208
## wk_price_change_48                    0.842961276       0.8257056371
## wk_price_change_52                    0.831071411       0.8004104269
## rate_of_change_4_8                   -0.002132249      -0.0047334524
## rate_of_change_8_12                  -0.000953303      -0.0032765682
## rate_of_change_12_16                 -0.004130740      -0.0088316883
## rate_of_change_16_20                 -0.004509407      -0.0080233918
## rate_of_change_20_24                  0.007601996       0.0279419866
## rate_of_change_24_28                 -0.002737498      -0.0014922765
## rate_of_change_28_32                 -0.021987394      -0.0322311016
## rate_of_change_32_36                  0.035342284       0.0335305787
## rate_of_change_36_40                  0.030394585       0.0332864702
## rate_of_change_40_44                 -0.008528611      -0.0008642942
## rate_of_change_44_48                 -0.008662182      -0.0198125344
## rate_of_change_48_52                  0.013926474       0.0169251957
## wk_sd_4                               0.093672640       0.1006910869
## wk_sd_8                               0.143862135       0.1411516235
## wk_sd_12                              0.177257068       0.1724825339
## wk_sd_16                              0.162809859       0.1553328979
## wk_sd_20                              0.141452545       0.1313067897
## wk_sd_24                              0.184181480       0.1702318855
## wk_sd_28                              0.218954974       0.2030648566
## wk_sd_32                              0.215822233       0.2035506620
## wk_sd_36                              0.201086226       0.1973303544
## wk_sd_40                              0.185910045       0.1846556369
## wk_sd_44                              0.187431561       0.1853398599
## wk_sd_48                              0.187827496       0.1850658851
## wk_sd_52                              0.185504677       0.1829500844
## wk_sd_92                              0.148257760       0.1437715257
##                                wk_price_change_36 wk_price_change_40
## Full.Time.Employees                  -0.016773455       0.0066914535
## Dividend.Rate                        -0.037993396      -0.0037835855
## Dividend.Yield                       -0.169561569      -0.1285977265
## Payout.Ratio                         -0.016923951      -0.0080844713
## X5.Year.Avg.Dividend.Yield           -0.052831068      -0.0159839557
## Beta                                  0.290449775       0.2681522599
## Forward.P.E                          -0.089889560      -0.0753598802
## Volume                                0.143284042       0.1378428542
## Regular.Market.Volume                 0.143284042       0.1378428542
## Average.Volume                        0.149708802       0.1424323832
## Average.Volume..10.days.              0.131837616       0.1299152594
## Market.Cap                            0.120506106       0.1306330454
## X52.Week.Low                          0.024047724       0.0305734396
## X52.Week.High                         0.073509489       0.0775798452
## Price.Sales..TTM.                     0.275132289       0.2953750299
## Trailing.Annual.Dividend.Rate        -0.046317105      -0.0121925691
## Trailing.Annual.Dividend.Yield       -0.185220883      -0.1440656193
## Profit.Margins                        0.018920857       0.0026335613
## Enterprise.to.Revenue                 0.251166358       0.2892155139
## Enterprise.to.EBITDA                  0.068713040       0.0721471744
## Recommendation.Mean                  -0.165527799      -0.1826761360
## Total.Cash.Per.Share                  0.027803565       0.0205629747
## EBITDA                                0.036420381       0.0559469052
## Total.Debt                           -0.037952252      -0.0024619311
## Quick.Ratio                           0.033596090       0.0059295740
## Current.Ratio                         0.049551353       0.0175689583
## Total.Revenue                        -0.012169454       0.0112546841
## Debt.to.Equity                        0.056492512       0.0536218500
## Revenue.Per.Share                    -0.009752927      -0.0007271245
## Return.on.Assets                      0.141504483       0.1679391749
## Return.on.Equity                      0.082814850       0.0806087410
## Revenue.Growth                        0.241406716       0.2495813004
## Gross.Margins                         0.005131507       0.0281246601
## EBITDA.Margins                       -0.032224418      -0.0268809736
## Earnings.Per.Share                    0.050076180       0.0560662446
## Price.to.Earnings                     0.035894348       0.0474281972
## GrowthRate                           -0.011208226       0.0263150158
## wk_price_change_4                    -0.002839043      -0.0407527358
## wk_price_change_8                     0.353853279       0.3176893361
## wk_price_change_12                    0.554578821       0.4884631918
## wk_price_change_16                    0.531700804       0.4664135792
## wk_price_change_20                    0.699813261       0.6608557316
## wk_price_change_24                    0.847934216       0.8246136316
## wk_price_change_28                    0.876207106       0.8426368982
## wk_price_change_32                    0.931019785       0.8691449411
## wk_price_change_36                    1.000000000       0.9291362072
## wk_price_change_40                    0.929136207       1.0000000000
## wk_price_change_44                    0.901690030       0.9692191987
## wk_price_change_48                    0.865053437       0.9272232470
## wk_price_change_52                    0.803388797       0.8643670422
## rate_of_change_4_8                   -0.020062796      -0.0200614059
## rate_of_change_8_12                  -0.010960228      -0.0089396679
## rate_of_change_12_16                 -0.002972771      -0.0111174539
## rate_of_change_16_20                 -0.007881529       0.0066631870
## rate_of_change_20_24                  0.018944116       0.0255520975
## rate_of_change_24_28                 -0.003983018      -0.0127243528
## rate_of_change_28_32                 -0.041779502      -0.0393217468
## rate_of_change_32_36                  0.006113256       0.0158440638
## rate_of_change_36_40                  0.035306493       0.0078690157
## rate_of_change_40_44                  0.003759444       0.0152595930
## rate_of_change_44_48                 -0.023647586      -0.0144424534
## rate_of_change_48_52                  0.010267712       0.0203970363
## wk_sd_4                               0.099576364       0.0936025679
## wk_sd_8                               0.133501685       0.1270048854
## wk_sd_12                              0.161326950       0.1533007624
## wk_sd_16                              0.144897428       0.1357197933
## wk_sd_20                              0.125815791       0.1197797195
## wk_sd_24                              0.167970993       0.1690857016
## wk_sd_28                              0.195814907       0.2005263658
## wk_sd_32                              0.192861201       0.1964227103
## wk_sd_36                              0.192616476       0.1919078819
## wk_sd_40                              0.186090079       0.1883482832
## wk_sd_44                              0.187566393       0.1932253464
## wk_sd_48                              0.187068656       0.1936286622
## wk_sd_52                              0.184106202       0.1901015442
## wk_sd_92                              0.140418935       0.1436140791
##                                wk_price_change_44 wk_price_change_48
## Full.Time.Employees                   0.008108092       0.0049640539
## Dividend.Rate                         0.017243463       0.0136518925
## Dividend.Yield                       -0.147847670      -0.1507501636
## Payout.Ratio                         -0.013920167      -0.0162237015
## X5.Year.Avg.Dividend.Yield           -0.042309660      -0.0484267230
## Beta                                  0.216982538       0.2056632238
## Forward.P.E                          -0.062543586      -0.0224901291
## Volume                                0.148026442       0.1618512417
## Regular.Market.Volume                 0.148026442       0.1618512417
## Average.Volume                        0.153486703       0.1660446381
## Average.Volume..10.days.              0.142361209       0.1564677271
## Market.Cap                            0.149102871       0.1642500584
## X52.Week.Low                          0.057430713       0.0626480201
## X52.Week.High                         0.097774029       0.1013419700
## Price.Sales..TTM.                     0.317821965       0.3441604359
## Trailing.Annual.Dividend.Rate         0.006762907       0.0037361521
## Trailing.Annual.Dividend.Yield       -0.163710492      -0.1682416436
## Profit.Margins                        0.006245121       0.0095407071
## Enterprise.to.Revenue                 0.300468330       0.3229045184
## Enterprise.to.EBITDA                  0.086604314       0.0839171305
## Recommendation.Mean                  -0.180821355      -0.2095756458
## Total.Cash.Per.Share                  0.031360277       0.0354522886
## EBITDA                                0.072491104       0.0862703639
## Total.Debt                           -0.009714312      -0.0051439463
## Quick.Ratio                           0.011664688       0.0308014103
## Current.Ratio                         0.019946263       0.0289208870
## Total.Revenue                         0.025730791       0.0346062550
## Debt.to.Equity                        0.048251620       0.0544247105
## Revenue.Per.Share                     0.019756505       0.0066111147
## Return.on.Assets                      0.208855916       0.1821907419
## Return.on.Equity                      0.091955880       0.0938361030
## Revenue.Growth                        0.251199758       0.3054583150
## Gross.Margins                         0.021480520       0.0463922708
## EBITDA.Margins                       -0.021204378      -0.0185678299
## Earnings.Per.Share                    0.071648076       0.0693547374
## Price.to.Earnings                     0.045606544       0.0435281801
## GrowthRate                            0.007702389       0.0137325506
## wk_price_change_4                    -0.048906781      -0.0404385600
## wk_price_change_8                     0.328616256       0.3115891802
## wk_price_change_12                    0.487535568       0.4584892485
## wk_price_change_16                    0.467050161       0.4506166182
## wk_price_change_20                    0.651020552       0.6271551688
## wk_price_change_24                    0.822714608       0.7907572354
## wk_price_change_28                    0.857029951       0.8429612761
## wk_price_change_32                    0.861395421       0.8257056371
## wk_price_change_36                    0.901690030       0.8650534372
## wk_price_change_40                    0.969219199       0.9272232470
## wk_price_change_44                    1.000000000       0.9618503356
## wk_price_change_48                    0.961850336       1.0000000000
## wk_price_change_52                    0.900187445       0.9373873260
## rate_of_change_4_8                   -0.026112286      -0.0182448443
## rate_of_change_8_12                  -0.004090712      -0.0005913152
## rate_of_change_12_16                 -0.020562409      -0.0101546832
## rate_of_change_16_20                  0.004500512       0.0099590347
## rate_of_change_20_24                  0.021801525       0.0183923618
## rate_of_change_24_28                 -0.005417087      -0.0006610087
## rate_of_change_28_32                 -0.034724955      -0.0320553470
## rate_of_change_32_36                  0.025790194       0.0216008173
## rate_of_change_36_40                  0.007964082       0.0162684045
## rate_of_change_40_44                  0.011879400       0.0133215620
## rate_of_change_44_48                 -0.015867883      -0.0122645896
## rate_of_change_48_52                  0.017032899       0.0155538225
## wk_sd_4                               0.104026605       0.1026150910
## wk_sd_8                               0.145230198       0.1482342469
## wk_sd_12                              0.173205276       0.1753768120
## wk_sd_16                              0.160100284       0.1611568873
## wk_sd_20                              0.146213045       0.1491365216
## wk_sd_24                              0.192940617       0.1991199183
## wk_sd_28                              0.223520042       0.2305451079
## wk_sd_32                              0.217791014       0.2249825159
## wk_sd_36                              0.208476650       0.2125957311
## wk_sd_40                              0.201242355       0.2035528937
## wk_sd_44                              0.206832050       0.2089888985
## wk_sd_48                              0.208867254       0.2121135123
## wk_sd_52                              0.205885690       0.2099168965
## wk_sd_92                              0.159652670       0.1659818654
##                                wk_price_change_52 rate_of_change_4_8
## Full.Time.Employees                  0.0191791350      -0.0133692086
## Dividend.Rate                        0.0455563630       0.0718685961
## Dividend.Yield                      -0.1201444746       0.1948008403
## Payout.Ratio                        -0.0238822592      -0.0012116618
## X5.Year.Avg.Dividend.Yield          -0.0230916402      -0.0352861655
## Beta                                 0.1557854647       0.0309562747
## Forward.P.E                         -0.0074033096      -0.0059050935
## Volume                               0.1229657832      -0.0093673943
## Regular.Market.Volume                0.1229657832      -0.0093673943
## Average.Volume                       0.1262497072      -0.0109207089
## Average.Volume..10.days.             0.1191016551      -0.0115136151
## Market.Cap                           0.1532478017      -0.0084240063
## X52.Week.Low                         0.0736128825      -0.0064620627
## X52.Week.High                        0.1058249482      -0.0061986181
## Price.Sales..TTM.                    0.2605357788      -0.0174279589
## Trailing.Annual.Dividend.Rate        0.0348877722       0.0778621762
## Trailing.Annual.Dividend.Yield      -0.1401669275       0.1878216405
## Profit.Margins                       0.0111412064       0.0026639064
## Enterprise.to.Revenue                0.2423393659      -0.0147832231
## Enterprise.to.EBITDA                 0.0780353426      -0.0087649978
## Recommendation.Mean                 -0.2203469526      -0.0550027893
## Total.Cash.Per.Share                 0.0379793553      -0.0076523334
## EBITDA                               0.1053023684      -0.0020749243
## Total.Debt                           0.0183421953      -0.0110733035
## Quick.Ratio                          0.0037123166      -0.0099564158
## Current.Ratio                        0.0022542761      -0.0151054170
## Total.Revenue                        0.0629217016      -0.0103038628
## Debt.to.Equity                       0.0478257373      -0.0017640949
## Revenue.Per.Share                    0.0278907446      -0.0062807398
## Return.on.Assets                     0.2289179942       0.0192617391
## Return.on.Equity                     0.1174942983       0.0004825509
## Revenue.Growth                       0.2824816361       0.1729893881
## Gross.Margins                        0.0253571797       0.0481615076
## EBITDA.Margins                       0.0368012215       0.0730644865
## Earnings.Per.Share                   0.0823880276       0.0087562680
## Price.to.Earnings                    0.0216930507      -0.0087156990
## GrowthRate                           0.0280683751      -0.0657309706
## wk_price_change_4                   -0.0563434039       0.0348075700
## wk_price_change_8                    0.2850803991      -0.0023790639
## wk_price_change_12                   0.4202420772      -0.0136347275
## wk_price_change_16                   0.4293253318      -0.0112430517
## wk_price_change_20                   0.6048239141       0.0110859825
## wk_price_change_24                   0.7591542860       0.0012817825
## wk_price_change_28                   0.8310714115      -0.0021322495
## wk_price_change_32                   0.8004104269      -0.0047334524
## wk_price_change_36                   0.8033887973      -0.0200627962
## wk_price_change_40                   0.8643670422      -0.0200614059
## wk_price_change_44                   0.9001874445      -0.0261122858
## wk_price_change_48                   0.9373873260      -0.0182448443
## wk_price_change_52                   1.0000000000      -0.0097672803
## rate_of_change_4_8                  -0.0097672803       1.0000000000
## rate_of_change_8_12                  0.0125689949      -0.0008141490
## rate_of_change_12_16                -0.0022401545      -0.0189618138
## rate_of_change_16_20                 0.0140117552      -0.0015463325
## rate_of_change_20_24                 0.0271853503       0.0028654477
## rate_of_change_24_28                 0.0003751674       0.0021896514
## rate_of_change_28_32                -0.0231689807      -0.0008585507
## rate_of_change_32_36                 0.0290858761       0.0127187170
## rate_of_change_36_40                -0.0093477043       0.0101237437
## rate_of_change_40_44                 0.0041818916      -0.0101709087
## rate_of_change_44_48                -0.0028203586      -0.0196015782
## rate_of_change_48_52                 0.0104331815      -0.0009766359
## wk_sd_4                              0.0986017771      -0.0059436933
## wk_sd_8                              0.1516260934      -0.0093611574
## wk_sd_12                             0.1786131508      -0.0109786799
## wk_sd_16                             0.1672526158      -0.0130772707
## wk_sd_20                             0.1584149584      -0.0152691141
## wk_sd_24                             0.2058458673      -0.0127429281
## wk_sd_28                             0.2360301534      -0.0121837590
## wk_sd_32                             0.2301354380      -0.0115674641
## wk_sd_36                             0.2138949466      -0.0103343980
## wk_sd_40                             0.1998536958      -0.0095733556
## wk_sd_44                             0.2035923726      -0.0092648695
## wk_sd_48                             0.2059793352      -0.0092938313
## wk_sd_52                             0.2042768300      -0.0097931297
## wk_sd_92                             0.1641509163      -0.0077578589
##                                rate_of_change_8_12 rate_of_change_12_16
## Full.Time.Employees                  -6.504141e-03        -0.0069439891
## Dividend.Rate                         1.348123e-02        -0.0216890021
## Dividend.Yield                       -8.417421e-03        -0.0163322700
## Payout.Ratio                         -3.302600e-03         0.0092617625
## X5.Year.Avg.Dividend.Yield           -8.821991e-03         0.0040999881
## Beta                                 -7.810383e-03         0.0008832699
## Forward.P.E                           6.392711e-04         0.0002466940
## Volume                               -7.254243e-03        -0.0170678824
## Regular.Market.Volume                -7.254243e-03        -0.0170678824
## Average.Volume                       -7.161588e-03        -0.0442057639
## Average.Volume..10.days.             -8.243910e-03        -0.0235224047
## Market.Cap                           -4.638547e-03        -0.0105056344
## X52.Week.Low                          1.281765e-02        -0.0124925932
## X52.Week.High                         7.966233e-03        -0.0051810299
## Price.Sales..TTM.                    -2.043165e-02         0.0098086370
## Trailing.Annual.Dividend.Rate         1.452000e-02        -0.0218262301
## Trailing.Annual.Dividend.Yield       -7.952459e-03        -0.0133566517
## Profit.Margins                       -2.574081e-03        -0.0044924794
## Enterprise.to.Revenue                -2.243719e-02         0.0056807164
## Enterprise.to.EBITDA                  2.750465e-03         0.0570065052
## Recommendation.Mean                  -3.559589e-02        -0.0207294755
## Total.Cash.Per.Share                 -4.840845e-03        -0.0036361331
## EBITDA                               -6.236329e-03        -0.0003280665
## Total.Debt                           -6.862100e-03        -0.0010194082
## Quick.Ratio                          -5.063799e-03         0.0041112736
## Current.Ratio                        -9.674637e-03        -0.0052006573
## Total.Revenue                         3.540357e-04        -0.0101307204
## Debt.to.Equity                        3.570619e-03        -0.0075551235
## Revenue.Per.Share                     1.718781e-02        -0.0047062698
## Return.on.Assets                      1.677599e-02        -0.0004853619
## Return.on.Equity                      1.613377e-02        -0.0263754226
## Revenue.Growth                       -2.167166e-02         0.0152016121
## Gross.Margins                        -3.186849e-02        -0.0028893980
## EBITDA.Margins                       -2.331197e-02         0.0086601050
## Earnings.Per.Share                    4.650191e-03        -0.0133900915
## Price.to.Earnings                     2.351684e-03        -0.0251044824
## GrowthRate                           -2.452588e-02         0.0617553359
## wk_price_change_4                    -5.358738e-03         0.0229382459
## wk_price_change_8                     5.790145e-03         0.0497256173
## wk_price_change_12                   -1.407235e-02         0.0317101234
## wk_price_change_16                   -2.011552e-02         0.0362308196
## wk_price_change_20                   -1.516498e-02         0.0328709266
## wk_price_change_24                   -7.228690e-03         0.0269898321
## wk_price_change_28                   -9.533030e-04        -0.0041307404
## wk_price_change_32                   -3.276568e-03        -0.0088316883
## wk_price_change_36                   -1.096023e-02        -0.0029727714
## wk_price_change_40                   -8.939668e-03        -0.0111174539
## wk_price_change_44                   -4.090712e-03        -0.0205624090
## wk_price_change_48                   -5.913152e-04        -0.0101546832
## wk_price_change_52                    1.256899e-02        -0.0022401545
## rate_of_change_4_8                   -8.141490e-04        -0.0189618138
## rate_of_change_8_12                   1.000000e+00        -0.0041479968
## rate_of_change_12_16                 -4.147997e-03         1.0000000000
## rate_of_change_16_20                  1.094758e-03         0.0136054536
## rate_of_change_20_24                 -5.405189e-03         0.0294876578
## rate_of_change_24_28                 -8.412170e-04         0.0153177088
## rate_of_change_28_32                 -1.532770e-03        -0.0088429071
## rate_of_change_32_36                  2.227243e-03        -0.0187221754
## rate_of_change_36_40                  4.298279e-05        -0.0327962137
## rate_of_change_40_44                 -1.816838e-03        -0.0023058094
## rate_of_change_44_48                 -1.247482e-03        -0.0056692425
## rate_of_change_48_52                 -2.744067e-05        -0.0152454654
## wk_sd_4                               9.997651e-03        -0.0038490343
## wk_sd_8                               1.216637e-03        -0.0055145380
## wk_sd_12                              1.895419e-03        -0.0032850423
## wk_sd_16                              1.080884e-02        -0.0109529614
## wk_sd_20                              1.044967e-02        -0.0269399354
## wk_sd_24                              5.414089e-03        -0.0098975705
## wk_sd_28                              3.031631e-03        -0.0004901290
## wk_sd_32                              1.521723e-03         0.0009610676
## wk_sd_36                              4.642727e-04         0.0025086352
## wk_sd_40                              5.021484e-04         0.0019490556
## wk_sd_44                              7.062269e-04         0.0016229035
## wk_sd_48                              8.273135e-04         0.0014824773
## wk_sd_52                              2.281163e-03         0.0030414551
## wk_sd_92                              4.266989e-03        -0.0036106251
##                                rate_of_change_16_20 rate_of_change_20_24
## Full.Time.Employees                    2.527407e-02        -0.0253682343
## Dividend.Rate                          4.926513e-04         0.0338290953
## Dividend.Yield                        -6.551579e-03         0.0307147746
## Payout.Ratio                          -7.585931e-03         0.0076475291
## X5.Year.Avg.Dividend.Yield            -6.809792e-03         0.0307642824
## Beta                                  -1.165860e-02        -0.0336062026
## Forward.P.E                           -7.113764e-07        -0.0043016617
## Volume                                -3.137966e-03         0.0021271315
## Regular.Market.Volume                 -3.137966e-03         0.0021271315
## Average.Volume                        -3.136340e-03         0.0037510374
## Average.Volume..10.days.              -4.231398e-03         0.0037656284
## Market.Cap                            -2.282631e-04         0.0234867120
## X52.Week.Low                           1.090253e-03         0.0141792358
## X52.Week.High                         -3.983006e-04         0.0082694003
## Price.Sales..TTM.                     -1.950961e-02         0.0351563646
## Trailing.Annual.Dividend.Rate          5.298804e-04         0.0249655556
## Trailing.Annual.Dividend.Yield        -6.133317e-03         0.0273861861
## Profit.Margins                        -8.204246e-03         0.0041921902
## Enterprise.to.Revenue                 -2.074225e-02         0.0425182253
## Enterprise.to.EBITDA                  -2.375379e-03         0.0138286062
## Recommendation.Mean                   -3.496640e-02        -0.0146391692
## Total.Cash.Per.Share                   4.886833e-03         0.0030524990
## EBITDA                                -1.190767e-03         0.0226241011
## Total.Debt                            -3.909858e-03         0.0164352121
## Quick.Ratio                           -7.809979e-03        -0.0006085232
## Current.Ratio                         -8.045057e-03         0.0024984087
## Total.Revenue                          2.984442e-03         0.0083981154
## Debt.to.Equity                        -9.550826e-04        -0.0030285090
## Revenue.Per.Share                     -8.943559e-04        -0.0040246968
## Return.on.Assets                       3.703452e-02         0.0358067189
## Return.on.Equity                       8.609415e-03         0.0233332119
## Revenue.Growth                        -5.254300e-03        -0.0630566785
## Gross.Margins                         -1.418401e-02         0.0914640075
## EBITDA.Margins                        -1.269327e-02         0.0709309371
## Earnings.Per.Share                     1.692117e-03         0.0063690689
## Price.to.Earnings                      1.987152e-04        -0.0539420943
## GrowthRate                             2.363426e-04        -0.0191383011
## wk_price_change_4                     -2.734331e-02        -0.0140452079
## wk_price_change_8                      3.041291e-02        -0.0154538339
## wk_price_change_12                     1.310396e-02         0.0330677488
## wk_price_change_16                    -1.239777e-04         0.0328733597
## wk_price_change_20                    -1.127300e-02         0.0277756281
## wk_price_change_24                    -9.889475e-03        -0.0030774866
## wk_price_change_28                    -4.509407e-03         0.0076019964
## wk_price_change_32                    -8.023392e-03         0.0279419866
## wk_price_change_36                    -7.881529e-03         0.0189441157
## wk_price_change_40                     6.663187e-03         0.0255520975
## wk_price_change_44                     4.500512e-03         0.0218015254
## wk_price_change_48                     9.959035e-03         0.0183923618
## wk_price_change_52                     1.401176e-02         0.0271853503
## rate_of_change_4_8                    -1.546332e-03         0.0028654477
## rate_of_change_8_12                    1.094758e-03        -0.0054051887
## rate_of_change_12_16                   1.360545e-02         0.0294876578
## rate_of_change_16_20                   1.000000e+00        -0.0043299939
## rate_of_change_20_24                  -4.329994e-03         1.0000000000
## rate_of_change_24_28                  -2.207517e-03         0.0010291087
## rate_of_change_28_32                  -2.675923e-03        -0.0095131876
## rate_of_change_32_36                  -1.376293e-04         0.0056574733
## rate_of_change_36_40                  -2.642933e-03        -0.0678817950
## rate_of_change_40_44                   3.017386e-03        -0.0027988581
## rate_of_change_44_48                  -2.704851e-03         0.0027746308
## rate_of_change_48_52                   7.857802e-04        -0.0001927402
## wk_sd_4                               -5.708555e-03        -0.0013593265
## wk_sd_8                                7.724294e-04         0.0009132646
## wk_sd_12                               4.056037e-03        -0.0078741047
## wk_sd_16                              -6.554087e-04        -0.0121243010
## wk_sd_20                              -2.874497e-03        -0.0152409387
## wk_sd_24                              -6.994975e-03        -0.0157522936
## wk_sd_28                              -9.599878e-03        -0.0129458028
## wk_sd_32                              -9.848279e-03        -0.0116273321
## wk_sd_36                              -7.839465e-03        -0.0050898671
## wk_sd_40                              -5.184445e-03        -0.0008234380
## wk_sd_44                              -3.790393e-03        -0.0003998034
## wk_sd_48                              -3.595640e-03        -0.0011824894
## wk_sd_52                              -2.893979e-03        -0.0006381922
## wk_sd_92                              -1.960158e-03         0.0025097398
##                                rate_of_change_24_28 rate_of_change_28_32
## Full.Time.Employees                    8.291821e-02         0.0268882644
## Dividend.Rate                          2.914306e-02        -0.0118647940
## Dividend.Yield                         3.848486e-03         0.0088030594
## Payout.Ratio                           1.761060e-03        -0.0030087836
## X5.Year.Avg.Dividend.Yield             1.001330e-02        -0.0109591915
## Beta                                  -3.695963e-02        -0.0492140722
## Forward.P.E                            1.281950e-03        -0.0001764291
## Volume                                -9.991651e-04         0.0051859123
## Regular.Market.Volume                 -9.991651e-04         0.0051859123
## Average.Volume                         8.345346e-05        -0.0023803137
## Average.Volume..10.days.              -2.927269e-03        -0.0037510350
## Market.Cap                            -2.254959e-03         0.0125965179
## X52.Week.Low                          -1.987530e-03         0.0037861824
## X52.Week.High                         -4.735064e-03         0.0014407032
## Price.Sales..TTM.                      1.405537e-02         0.0011328582
## Trailing.Annual.Dividend.Rate          3.163951e-02        -0.0093918985
## Trailing.Annual.Dividend.Yield         3.822429e-03         0.0118450650
## Profit.Margins                         1.423797e-02        -0.0052137038
## Enterprise.to.Revenue                  1.058541e-02        -0.0054548288
## Enterprise.to.EBITDA                  -9.417085e-04        -0.0423650959
## Recommendation.Mean                    5.737328e-02        -0.0520689278
## Total.Cash.Per.Share                  -9.552358e-04         0.0002683156
## EBITDA                                -4.019101e-03         0.0152723049
## Total.Debt                            -1.815888e-02         0.0072939028
## Quick.Ratio                            1.388391e-02        -0.0023363357
## Current.Ratio                          1.027383e-02         0.0006199856
## Total.Revenue                         -8.001625e-03         0.0157357070
## Debt.to.Equity                        -6.113002e-03        -0.0038887341
## Revenue.Per.Share                     -1.400624e-02        -0.0020152048
## Return.on.Assets                       1.307512e-02        -0.0044208771
## Return.on.Equity                      -5.580882e-03        -0.0043342759
## Revenue.Growth                         4.245721e-03         0.0174684429
## Gross.Margins                          1.463062e-03         0.0099809524
## EBITDA.Margins                         1.334126e-02        -0.0224188166
## Earnings.Per.Share                    -3.597539e-03        -0.0057514462
## Price.to.Earnings                     -1.103609e-03         0.0105112994
## GrowthRate                            -3.034019e-03        -0.0053552449
## wk_price_change_4                      2.672634e-02        -0.0095787634
## wk_price_change_8                      3.427245e-02        -0.0358842461
## wk_price_change_12                     3.872649e-02        -0.0398531578
## wk_price_change_16                     3.352919e-02        -0.0367249963
## wk_price_change_20                     7.662321e-03        -0.0423541825
## wk_price_change_24                     4.317772e-04        -0.0290936028
## wk_price_change_28                    -2.737498e-03        -0.0219873944
## wk_price_change_32                    -1.492277e-03        -0.0322311016
## wk_price_change_36                    -3.983018e-03        -0.0417795021
## wk_price_change_40                    -1.272435e-02        -0.0393217468
## wk_price_change_44                    -5.417087e-03        -0.0347249552
## wk_price_change_48                    -6.610087e-04        -0.0320553470
## wk_price_change_52                     3.751674e-04        -0.0231689807
## rate_of_change_4_8                     2.189651e-03        -0.0008585507
## rate_of_change_8_12                   -8.412170e-04        -0.0015327699
## rate_of_change_12_16                   1.531771e-02        -0.0088429071
## rate_of_change_16_20                  -2.207517e-03        -0.0026759231
## rate_of_change_20_24                   1.029109e-03        -0.0095131876
## rate_of_change_24_28                   1.000000e+00         0.0001707339
## rate_of_change_28_32                   1.707339e-04         1.0000000000
## rate_of_change_32_36                  -1.267469e-03        -0.0076533497
## rate_of_change_36_40                  -3.040634e-03         0.0049510379
## rate_of_change_40_44                  -6.750673e-03         0.0220521216
## rate_of_change_44_48                  -5.328524e-04        -0.0520747691
## rate_of_change_48_52                   6.168796e-03         0.0168299149
## wk_sd_4                               -7.046012e-03         0.0016509012
## wk_sd_8                               -1.003783e-02         0.0098729384
## wk_sd_12                              -2.073914e-02         0.0075995755
## wk_sd_16                              -2.564089e-02         0.0079100579
## wk_sd_20                              -2.420387e-02         0.0015577792
## wk_sd_24                              -1.916486e-02        -0.0020246115
## wk_sd_28                              -1.616166e-02        -0.0030484185
## wk_sd_32                              -1.434811e-02        -0.0037466500
## wk_sd_36                              -1.341531e-02        -0.0037521863
## wk_sd_40                              -1.362464e-02        -0.0030650080
## wk_sd_44                              -1.423797e-02        -0.0022365745
## wk_sd_48                              -1.452106e-02        -0.0002103500
## wk_sd_52                              -1.476746e-02         0.0008123325
## wk_sd_92                              -1.701909e-02        -0.0042673599
##                                rate_of_change_32_36 rate_of_change_36_40
## Full.Time.Employees                    0.0002868466        -8.038581e-03
## Dividend.Rate                         -0.0046067870        -1.527865e-02
## Dividend.Yield                         0.0262955057        -1.440300e-02
## Payout.Ratio                           0.0098738287        -2.452471e-03
## X5.Year.Avg.Dividend.Yield             0.0394846272        -8.946643e-03
## Beta                                   0.0570396985         3.565991e-03
## Forward.P.E                           -0.0108820900        -1.759634e-04
## Volume                                 0.0143414447        -1.025701e-02
## Regular.Market.Volume                  0.0143414447        -1.025701e-02
## Average.Volume                         0.0154265151        -9.025699e-03
## Average.Volume..10.days.               0.0201752710        -8.125655e-03
## Market.Cap                             0.0077873866        -2.845613e-03
## X52.Week.Low                          -0.0173354682        -9.076445e-03
## X52.Week.High                         -0.0164899775        -6.080380e-03
## Price.Sales..TTM.                     -0.0239001730         2.251118e-02
## Trailing.Annual.Dividend.Rate         -0.0036537449        -2.477548e-03
## Trailing.Annual.Dividend.Yield         0.0257719573        -6.354426e-03
## Profit.Margins                         0.0015285515         1.636721e-02
## Enterprise.to.Revenue                 -0.0224543673         1.692139e-02
## Enterprise.to.EBITDA                  -0.0092455754         6.887081e-03
## Recommendation.Mean                    0.0082586341         1.022578e-02
## Total.Cash.Per.Share                   0.0005990510        -5.210987e-04
## EBITDA                                 0.0129194541        -8.972202e-03
## Total.Debt                             0.0107857349        -1.082581e-02
## Quick.Ratio                           -0.0131307744        -3.098054e-03
## Current.Ratio                         -0.0298442510        -5.503500e-03
## Total.Revenue                          0.0152215905        -1.178039e-02
## Debt.to.Equity                         0.0056200470         8.309995e-03
## Revenue.Per.Share                      0.0040171090        -1.902705e-02
## Return.on.Assets                       0.0003703366         2.049067e-02
## Return.on.Equity                       0.0030483775         1.674708e-01
## Revenue.Growth                        -0.0369456157         2.583536e-02
## Gross.Margins                         -0.0454625114         2.995308e-02
## EBITDA.Margins                         0.0180502230        -7.802976e-04
## Earnings.Per.Share                     0.0029213441        -2.841751e-03
## Price.to.Earnings                     -0.0536441733         6.603094e-02
## GrowthRate                            -0.0130039847         4.694990e-02
## wk_price_change_4                     -0.0286201283        -1.941112e-02
## wk_price_change_8                     -0.0129782090         8.965817e-03
## wk_price_change_12                     0.0158746015        -5.596328e-03
## wk_price_change_16                     0.0230172435        -1.223537e-03
## wk_price_change_20                     0.0446204542        -1.179132e-02
## wk_price_change_24                     0.0412273174         9.026487e-04
## wk_price_change_28                     0.0353422844         3.039458e-02
## wk_price_change_32                     0.0335305787         3.328647e-02
## wk_price_change_36                     0.0061132565         3.530649e-02
## wk_price_change_40                     0.0158440638         7.869016e-03
## wk_price_change_44                     0.0257901937         7.964082e-03
## wk_price_change_48                     0.0216008173         1.626840e-02
## wk_price_change_52                     0.0290858761        -9.347704e-03
## rate_of_change_4_8                     0.0127187170         1.012374e-02
## rate_of_change_8_12                    0.0022272429         4.298279e-05
## rate_of_change_12_16                  -0.0187221754        -3.279621e-02
## rate_of_change_16_20                  -0.0001376293        -2.642933e-03
## rate_of_change_20_24                   0.0056574733        -6.788180e-02
## rate_of_change_24_28                  -0.0012674687        -3.040634e-03
## rate_of_change_28_32                  -0.0076533497         4.951038e-03
## rate_of_change_32_36                   1.0000000000         2.731013e-03
## rate_of_change_36_40                   0.0027310133         1.000000e+00
## rate_of_change_40_44                  -0.0053974338        -4.553655e-03
## rate_of_change_44_48                   0.0031631063        -4.500116e-02
## rate_of_change_48_52                   0.0002340543        -1.355931e-02
## wk_sd_4                               -0.0161313853        -4.752368e-03
## wk_sd_8                               -0.0158569212        -1.437103e-02
## wk_sd_12                              -0.0155823740        -1.599362e-02
## wk_sd_16                              -0.0219614663        -1.470104e-02
## wk_sd_20                              -0.0404796624        -1.395179e-02
## wk_sd_24                              -0.0498608985        -1.326996e-02
## wk_sd_28                              -0.0415908562        -1.068558e-02
## wk_sd_32                              -0.0325616216        -8.025989e-03
## wk_sd_36                              -0.0235881080        -4.501470e-03
## wk_sd_40                              -0.0189842139        -3.894708e-03
## wk_sd_44                              -0.0187540136        -4.665196e-03
## wk_sd_48                              -0.0197788818        -5.563821e-03
## wk_sd_52                              -0.0231043458        -6.186816e-03
## wk_sd_92                              -0.0206574345        -9.609827e-03
##                                rate_of_change_40_44 rate_of_change_44_48
## Full.Time.Employees                    0.0448763531         0.0029565055
## Dividend.Rate                          0.0120247938        -0.0133026224
## Dividend.Yield                         0.0238030116        -0.0278168226
## Payout.Ratio                          -0.0133713945        -0.0031092810
## X5.Year.Avg.Dividend.Yield             0.0169362163        -0.0189755419
## Beta                                  -0.0096720934        -0.0175763137
## Forward.P.E                            0.0010844805         0.0075164361
## Volume                                -0.0128929598         0.0437569891
## Regular.Market.Volume                 -0.0128929598         0.0437569891
## Average.Volume                        -0.0159607958         0.0362315105
## Average.Volume..10.days.              -0.0146234581         0.0608063062
## Market.Cap                            -0.0017379975        -0.0051704098
## X52.Week.Low                          -0.0053665641         0.0008314825
## X52.Week.High                         -0.0037491012        -0.0016078174
## Price.Sales..TTM.                      0.0139533265         0.0056921043
## Trailing.Annual.Dividend.Rate          0.0118181557        -0.0162612190
## Trailing.Annual.Dividend.Yield         0.0195989506        -0.0294724240
## Profit.Margins                         0.0093448613        -0.0021389343
## Enterprise.to.Revenue                  0.0362163902         0.0054122072
## Enterprise.to.EBITDA                  -0.0092748556         0.0061592461
## Recommendation.Mean                   -0.0106228778         0.0417924726
## Total.Cash.Per.Share                  -0.0179851634        -0.0128376197
## EBITDA                                 0.0039184649        -0.0043339226
## Total.Debt                             0.0262673924         0.0101315743
## Quick.Ratio                           -0.0035047658         0.0016788410
## Current.Ratio                         -0.0044923693        -0.0029376760
## Total.Revenue                         -0.0062166444        -0.0049191335
## Debt.to.Equity                         0.0041024549        -0.0031534293
## Revenue.Per.Share                      0.0067091763        -0.0092363765
## Return.on.Assets                      -0.0141822695         0.0306534014
## Return.on.Equity                      -0.0053659788        -0.0100439293
## Revenue.Growth                         0.0282207362         0.0025566055
## Gross.Margins                          0.0268029861        -0.0157706364
## EBITDA.Margins                         0.0701157952         0.0082122568
## Earnings.Per.Share                    -0.0040145790        -0.0042385238
## Price.to.Earnings                     -0.0250002026         0.0043814332
## GrowthRate                             0.0092303364        -0.0274082729
## wk_price_change_4                      0.0232043056         0.0368488346
## wk_price_change_8                      0.0147238079         0.0401589593
## wk_price_change_12                     0.0327900276         0.0106007106
## wk_price_change_16                     0.0277733656         0.0096181912
## wk_price_change_20                     0.0069816587        -0.0042510032
## wk_price_change_24                    -0.0065205436        -0.0128700263
## wk_price_change_28                    -0.0085286112        -0.0086621820
## wk_price_change_32                    -0.0008642942        -0.0198125344
## wk_price_change_36                     0.0037594439        -0.0236475862
## wk_price_change_40                     0.0152595930        -0.0144424534
## wk_price_change_44                     0.0118794001        -0.0158678831
## wk_price_change_48                     0.0133215620        -0.0122645896
## wk_price_change_52                     0.0041818916        -0.0028203586
## rate_of_change_4_8                    -0.0101709087        -0.0196015782
## rate_of_change_8_12                   -0.0018168379        -0.0012474819
## rate_of_change_12_16                  -0.0023058094        -0.0056692425
## rate_of_change_16_20                   0.0030173856        -0.0027048505
## rate_of_change_20_24                  -0.0027988581         0.0027746308
## rate_of_change_24_28                  -0.0067506727        -0.0005328524
## rate_of_change_28_32                   0.0220521216        -0.0520747691
## rate_of_change_32_36                  -0.0053974338         0.0031631063
## rate_of_change_36_40                  -0.0045536548        -0.0450011563
## rate_of_change_40_44                   1.0000000000         0.0090107116
## rate_of_change_44_48                   0.0090107116         1.0000000000
## rate_of_change_48_52                   0.0094563475        -0.0004504487
## wk_sd_4                               -0.0007014443         0.0025459800
## wk_sd_8                               -0.0031760132        -0.0046051995
## wk_sd_12                              -0.0066111399        -0.0071152240
## wk_sd_16                              -0.0097959576         0.0034651559
## wk_sd_20                              -0.0109218334         0.0049079009
## wk_sd_24                              -0.0061938699         0.0034182684
## wk_sd_28                              -0.0023096307         0.0014585616
## wk_sd_32                              -0.0016336755        -0.0009631605
## wk_sd_36                              -0.0011051616        -0.0036162099
## wk_sd_40                              -0.0008518545        -0.0052320081
## wk_sd_44                              -0.0009770605        -0.0058923560
## wk_sd_48                              -0.0017899509        -0.0062834808
## wk_sd_52                              -0.0020488554        -0.0070511574
## wk_sd_92                               0.0015656678        -0.0037636045
##                                rate_of_change_48_52       wk_sd_4       wk_sd_8
## Full.Time.Employees                   -3.288790e-03  0.0043721871  3.055627e-05
## Dividend.Rate                         -2.972850e-02  0.0785838160  1.020709e-01
## Dividend.Yield                        -1.630566e-02 -0.1355500115 -1.971954e-01
## Payout.Ratio                           1.005878e-03 -0.0300099107 -4.303393e-02
## X5.Year.Avg.Dividend.Yield            -1.297402e-02 -0.1320651271 -1.882418e-01
## Beta                                  -2.598877e-03  0.0285271079  2.216653e-02
## Forward.P.E                           -5.662972e-04  0.0177085406  2.260431e-02
## Volume                                 7.084585e-04 -0.0087895594 -9.935397e-04
## Regular.Market.Volume                  7.084585e-04 -0.0087895594 -9.935397e-04
## Average.Volume                         6.683959e-04 -0.0062497350  1.260054e-03
## Average.Volume..10.days.               1.352481e-03 -0.0165657184 -9.876792e-03
## Market.Cap                             1.830989e-05  0.0564262389  1.087756e-01
## X52.Week.Low                           2.211271e-02  0.9352616672  8.858027e-01
## X52.Week.High                          1.940499e-02  0.9650251909  9.132155e-01
## Price.Sales..TTM.                      1.189241e-02  0.0952765593  2.229831e-01
## Trailing.Annual.Dividend.Rate         -3.150495e-02  0.0724592707  9.234014e-02
## Trailing.Annual.Dividend.Yield        -1.536625e-02 -0.1321031098 -1.917357e-01
## Profit.Margins                        -9.579749e-03 -0.0018447962  1.137547e-03
## Enterprise.to.Revenue                  1.345022e-02  0.0779055965  1.939994e-01
## Enterprise.to.EBITDA                  -9.823868e-04 -0.0187349751  5.936440e-03
## Recommendation.Mean                   -1.253110e-01 -0.0398456412 -7.540440e-02
## Total.Cash.Per.Share                  -6.092371e-04  0.7711560591  6.932365e-01
## EBITDA                                -4.749243e-04  0.0253065582  4.797520e-02
## Total.Debt                            -2.336222e-03 -0.0256708631 -3.434676e-02
## Quick.Ratio                            7.337548e-03  0.0495953881  9.314276e-02
## Current.Ratio                          6.123770e-03  0.0763196865  1.113797e-01
## Total.Revenue                         -5.789409e-03  0.0230097109  2.553607e-02
## Debt.to.Equity                        -7.286095e-04 -0.0095297281 -9.215956e-03
## Revenue.Per.Share                      2.135054e-03  0.6882529175  5.945284e-01
## Return.on.Assets                      -4.053643e-03  0.1903239796  2.520448e-01
## Return.on.Equity                      -1.541888e-03  0.0385438565  5.652056e-02
## Revenue.Growth                         3.733119e-04  0.0405745163  6.786729e-02
## Gross.Margins                          3.707839e-02 -0.0022854090  5.576554e-02
## EBITDA.Margins                         2.893477e-03 -0.0120277394  4.665051e-03
## Earnings.Per.Share                     8.291921e-03  0.8940180364  7.848908e-01
## Price.to.Earnings                     -3.227523e-03 -0.0052760081 -2.388722e-02
## GrowthRate                            -1.976833e-02  0.0027390563 -2.929741e-02
## wk_price_change_4                      2.314846e-02  0.0500364035  1.574087e-02
## wk_price_change_8                      5.446482e-03  0.0919146909  1.300477e-01
## wk_price_change_12                    -1.514630e-02  0.0670243804  1.175787e-01
## wk_price_change_16                    -1.236172e-02  0.0505835477  8.836605e-02
## wk_price_change_20                    -2.431758e-03  0.0457241626  7.258040e-02
## wk_price_change_24                     6.412316e-03  0.0729177310  1.091912e-01
## wk_price_change_28                     1.392647e-02  0.0936726402  1.438621e-01
## wk_price_change_32                     1.692520e-02  0.1006910869  1.411516e-01
## wk_price_change_36                     1.026771e-02  0.0995763641  1.335017e-01
## wk_price_change_40                     2.039704e-02  0.0936025679  1.270049e-01
## wk_price_change_44                     1.703290e-02  0.1040266049  1.452302e-01
## wk_price_change_48                     1.555382e-02  0.1026150910  1.482342e-01
## wk_price_change_52                     1.043318e-02  0.0986017771  1.516261e-01
## rate_of_change_4_8                    -9.766359e-04 -0.0059436933 -9.361157e-03
## rate_of_change_8_12                   -2.744067e-05  0.0099976509  1.216637e-03
## rate_of_change_12_16                  -1.524547e-02 -0.0038490343 -5.514538e-03
## rate_of_change_16_20                   7.857802e-04 -0.0057085555  7.724294e-04
## rate_of_change_20_24                  -1.927402e-04 -0.0013593265  9.132646e-04
## rate_of_change_24_28                   6.168796e-03 -0.0070460116 -1.003783e-02
## rate_of_change_28_32                   1.682991e-02  0.0016509012  9.872938e-03
## rate_of_change_32_36                   2.340543e-04 -0.0161313853 -1.585692e-02
## rate_of_change_36_40                  -1.355931e-02 -0.0047523681 -1.437103e-02
## rate_of_change_40_44                   9.456348e-03 -0.0007014443 -3.176013e-03
## rate_of_change_44_48                  -4.504487e-04  0.0025459800 -4.605199e-03
## rate_of_change_48_52                   1.000000e+00  0.0060452672  3.484405e-03
## wk_sd_4                                6.045267e-03  1.0000000000  9.188894e-01
## wk_sd_8                                3.484405e-03  0.9188894189  1.000000e+00
## wk_sd_12                               1.505646e-02  0.8083064741  9.489604e-01
## wk_sd_16                               4.412216e-02  0.7840483410  9.115175e-01
## wk_sd_20                               5.803037e-02  0.7420890421  8.666649e-01
## wk_sd_24                               5.113871e-02  0.7552083553  8.709922e-01
## wk_sd_28                               4.097919e-02  0.8099011065  8.961162e-01
## wk_sd_32                               3.338568e-02  0.8647377615  9.168020e-01
## wk_sd_36                               2.615663e-02  0.9239265475  9.322660e-01
## wk_sd_40                               2.359239e-02  0.9495282340  9.306307e-01
## wk_sd_44                               2.449255e-02  0.9487514180  9.276681e-01
## wk_sd_48                               2.571020e-02  0.9463507166  9.257841e-01
## wk_sd_52                               2.571460e-02  0.9435128397  9.260899e-01
## wk_sd_92                               1.677589e-02  0.9554930755  9.308609e-01
##                                    wk_sd_12      wk_sd_16     wk_sd_20
## Full.Time.Employees            -0.002342383  0.0005212425  0.009982998
## Dividend.Rate                   0.123153583  0.1345498100  0.149700832
## Dividend.Yield                 -0.238647877 -0.2513963399 -0.260705823
## Payout.Ratio                   -0.045312516 -0.0488925389 -0.050875119
## X5.Year.Avg.Dividend.Yield     -0.223840069 -0.2346558352 -0.243553401
## Beta                            0.009093466  0.0031180562  0.004525885
## Forward.P.E                     0.021699192  0.0201628049  0.025158140
## Volume                          0.004357328 -0.0077574476 -0.013349759
## Regular.Market.Volume           0.004357328 -0.0077574476 -0.013349759
## Average.Volume                  0.005107755 -0.0084005611 -0.014241422
## Average.Volume..10.days.       -0.007731586 -0.0205707171 -0.026594561
## Market.Cap                      0.136710778  0.1247748720  0.118947544
## X52.Week.Low                    0.816936802  0.8136171490  0.780788400
## X52.Week.High                   0.837017812  0.8273352634  0.791915958
## Price.Sales..TTM.               0.267730314  0.2404046251  0.231432047
## Trailing.Annual.Dividend.Rate   0.112002573  0.1231803878  0.138493928
## Trailing.Annual.Dividend.Yield -0.230468751 -0.2428609982 -0.251757223
## Profit.Margins                  0.001494119 -0.0009559528 -0.002931389
## Enterprise.to.Revenue           0.233789597  0.2051392887  0.195377399
## Enterprise.to.EBITDA           -0.001567905 -0.0099585760 -0.009776127
## Recommendation.Mean            -0.102774698 -0.0968946691 -0.095846480
## Total.Cash.Per.Share            0.628376258  0.6205545540  0.577354138
## EBITDA                          0.060834279  0.0545910338  0.053540066
## Total.Debt                     -0.043228146 -0.0519410457 -0.059525967
## Quick.Ratio                     0.098068316  0.0855797548  0.079353208
## Current.Ratio                   0.113358885  0.1015406170  0.093208785
## Total.Revenue                   0.034972454  0.0409034229  0.038055463
## Debt.to.Equity                 -0.015097116 -0.0198416654 -0.024017950
## Revenue.Per.Share               0.525294068  0.5363803674  0.508816830
## Return.on.Assets                0.279857479  0.2927814632  0.304276261
## Return.on.Equity                0.060571720  0.0647922660  0.065412785
## Revenue.Growth                  0.094294321  0.0877192907  0.089585513
## Gross.Margins                   0.075115159  0.0543418238  0.046045640
## EBITDA.Margins                  0.006997030 -0.0046631167 -0.011596949
## Earnings.Per.Share              0.685619245  0.6785909931  0.638289442
## Price.to.Earnings              -0.018485742 -0.0161756229 -0.020908234
## GrowthRate                     -0.036837884 -0.0374016001 -0.035373442
## wk_price_change_4              -0.020061793 -0.0155923309 -0.018315839
## wk_price_change_8               0.125874797  0.1196988675  0.099745206
## wk_price_change_12              0.129262723  0.1012885053  0.071027915
## wk_price_change_16              0.093483488  0.0553314170  0.020068900
## wk_price_change_20              0.081718450  0.0490899371  0.015992589
## wk_price_change_24              0.129361414  0.1094778067  0.087743006
## wk_price_change_28              0.177257068  0.1628098592  0.141452545
## wk_price_change_32              0.172482534  0.1553328979  0.131306790
## wk_price_change_36              0.161326950  0.1448974275  0.125815791
## wk_price_change_40              0.153300762  0.1357197933  0.119779720
## wk_price_change_44              0.173205276  0.1601002838  0.146213045
## wk_price_change_48              0.175376812  0.1611568873  0.149136522
## wk_price_change_52              0.178613151  0.1672526158  0.158414958
## rate_of_change_4_8             -0.010978680 -0.0130772707 -0.015269114
## rate_of_change_8_12             0.001895419  0.0108088376  0.010449668
## rate_of_change_12_16           -0.003285042 -0.0109529614 -0.026939935
## rate_of_change_16_20            0.004056037 -0.0006554087 -0.002874497
## rate_of_change_20_24           -0.007874105 -0.0121243010 -0.015240939
## rate_of_change_24_28           -0.020739139 -0.0256408938 -0.024203867
## rate_of_change_28_32            0.007599575  0.0079100579  0.001557779
## rate_of_change_32_36           -0.015582374 -0.0219614663 -0.040479662
## rate_of_change_36_40           -0.015993623 -0.0147010388 -0.013951791
## rate_of_change_40_44           -0.006611140 -0.0097959576 -0.010921833
## rate_of_change_44_48           -0.007115224  0.0034651559  0.004907901
## rate_of_change_48_52            0.015056458  0.0441221642  0.058030371
## wk_sd_4                         0.808306474  0.7840483410  0.742089042
## wk_sd_8                         0.948960422  0.9115174982  0.866664928
## wk_sd_12                        1.000000000  0.9777761305  0.939556152
## wk_sd_16                        0.977776130  1.0000000000  0.980794335
## wk_sd_20                        0.939556152  0.9807943353  1.000000000
## wk_sd_24                        0.930780314  0.9629289016  0.985445027
## wk_sd_28                        0.931778787  0.9495678954  0.957171352
## wk_sd_32                        0.925946149  0.9332549326  0.927256535
## wk_sd_36                        0.906394708  0.9034675509  0.882288904
## wk_sd_40                        0.881783492  0.8726675268  0.842784109
## wk_sd_44                        0.876693216  0.8662598148  0.833987061
## wk_sd_48                        0.875330823  0.8647234632  0.831353225
## wk_sd_52                        0.878129902  0.8669470851  0.832455814
## wk_sd_92                        0.867222322  0.8515705400  0.812366885
##                                    wk_sd_24     wk_sd_28      wk_sd_32
## Full.Time.Employees             0.007212727  0.011636181  0.0129312923
## Dividend.Rate                   0.135391359  0.128110782  0.1136370515
## Dividend.Yield                 -0.267838964 -0.258683475 -0.2398645192
## Payout.Ratio                   -0.054587044 -0.053734479 -0.0502565456
## X5.Year.Avg.Dividend.Yield     -0.248973634 -0.238081375 -0.2200514510
## Beta                            0.019173906  0.021361095  0.0174567267
## Forward.P.E                     0.023586415  0.021326690  0.0194192283
## Volume                         -0.015237904 -0.011377567 -0.0078436501
## Regular.Market.Volume          -0.015237904 -0.011377567 -0.0078436501
## Average.Volume                 -0.017293396 -0.013535956 -0.0094097033
## Average.Volume..10.days.       -0.029439470 -0.025578713 -0.0213309446
## Market.Cap                      0.108660098  0.114749212  0.1136724737
## X52.Week.Low                    0.783196915  0.824116883  0.8686724509
## X52.Week.High                   0.801160724  0.850113220  0.8984794680
## Price.Sales..TTM.               0.233776166  0.216307808  0.1901627487
## Trailing.Annual.Dividend.Rate   0.124298630  0.116468993  0.1024914912
## Trailing.Annual.Dividend.Yield -0.258679363 -0.249748578 -0.2314464834
## Profit.Margins                 -0.005666080 -0.004948324 -0.0042357837
## Enterprise.to.Revenue           0.196974020  0.182126975  0.1585984167
## Enterprise.to.EBITDA           -0.008709535 -0.002623134  0.0041844249
## Recommendation.Mean            -0.104262562 -0.105343830 -0.0951294246
## Total.Cash.Per.Share            0.587091305  0.628425397  0.6805460973
## EBITDA                          0.045633116  0.056847009  0.0605711207
## Total.Debt                     -0.066697190 -0.052524702 -0.0416385545
## Quick.Ratio                     0.075027447  0.068129260  0.0612652594
## Current.Ratio                   0.087005579  0.081304274  0.0770564974
## Total.Revenue                   0.030285147  0.040797489  0.0470926772
## Debt.to.Equity                 -0.023281672 -0.021059658 -0.0192334500
## Revenue.Per.Share               0.520666910  0.566357458  0.6143831945
## Return.on.Assets                0.294079957  0.298847664  0.2854413886
## Return.on.Equity                0.060268109  0.062621585  0.0609948352
## Revenue.Growth                  0.113979810  0.122747786  0.1161421261
## Gross.Margins                   0.043102614  0.031628750  0.0200083519
## EBITDA.Margins                 -0.030420576 -0.029407995 -0.0276014877
## Earnings.Per.Share              0.651523577  0.709570839  0.7724455463
## Price.to.Earnings              -0.017755538 -0.007993282 -0.0032183281
## GrowthRate                     -0.037803278 -0.036006979 -0.0294504674
## wk_price_change_4              -0.017202317 -0.018349896 -0.0159268702
## wk_price_change_8               0.094962982  0.100109610  0.0971850346
## wk_price_change_12              0.077550832  0.086870578  0.0843057413
## wk_price_change_16              0.034074785  0.050007845  0.0529282660
## wk_price_change_20              0.046128001  0.069290106  0.0716491425
## wk_price_change_24              0.136923367  0.166406172  0.1618020765
## wk_price_change_28              0.184181480  0.218954974  0.2158222325
## wk_price_change_32              0.170231886  0.203064857  0.2035506620
## wk_price_change_36              0.167970993  0.195814907  0.1928612015
## wk_price_change_40              0.169085702  0.200526366  0.1964227103
## wk_price_change_44              0.192940617  0.223520042  0.2177910138
## wk_price_change_48              0.199119918  0.230545108  0.2249825159
## wk_price_change_52              0.205845867  0.236030153  0.2301354380
## rate_of_change_4_8             -0.012742928 -0.012183759 -0.0115674641
## rate_of_change_8_12             0.005414089  0.003031631  0.0015217227
## rate_of_change_12_16           -0.009897570 -0.000490129  0.0009610676
## rate_of_change_16_20           -0.006994975 -0.009599878 -0.0098482794
## rate_of_change_20_24           -0.015752294 -0.012945803 -0.0116273321
## rate_of_change_24_28           -0.019164864 -0.016161663 -0.0143481070
## rate_of_change_28_32           -0.002024612 -0.003048419 -0.0037466500
## rate_of_change_32_36           -0.049860899 -0.041590856 -0.0325616216
## rate_of_change_36_40           -0.013269957 -0.010685576 -0.0080259889
## rate_of_change_40_44           -0.006193870 -0.002309631 -0.0016336755
## rate_of_change_44_48            0.003418268  0.001458562 -0.0009631605
## rate_of_change_48_52            0.051138706  0.040979186  0.0333856815
## wk_sd_4                         0.755208355  0.809901107  0.8647377615
## wk_sd_8                         0.870992229  0.896116221  0.9168019596
## wk_sd_12                        0.930780314  0.931778787  0.9259461486
## wk_sd_16                        0.962928902  0.949567895  0.9332549326
## wk_sd_20                        0.985445027  0.957171352  0.9272565348
## wk_sd_24                        1.000000000  0.983812386  0.9552442574
## wk_sd_28                        0.983812386  1.000000000  0.9903883599
## wk_sd_32                        0.955244257  0.990388360  1.0000000000
## wk_sd_36                        0.907981812  0.957146951  0.9860976421
## wk_sd_40                        0.865632564  0.922339827  0.9620182174
## wk_sd_44                        0.856187052  0.915227580  0.9564889733
## wk_sd_48                        0.853180479  0.912940987  0.9545371617
## wk_sd_52                        0.853735080  0.913271518  0.9545480873
## wk_sd_92                        0.828876929  0.887219695  0.9321933908
##                                     wk_sd_36      wk_sd_40      wk_sd_44
## Full.Time.Employees             0.0101427349  0.0073244681  0.0073705884
## Dividend.Rate                   0.1014569345  0.0986605182  0.1038057958
## Dividend.Yield                 -0.2121292963 -0.1930116902 -0.1900594514
## Payout.Ratio                   -0.0445012456 -0.0403268164 -0.0398192121
## X5.Year.Avg.Dividend.Yield     -0.1933958633 -0.1749244969 -0.1717359859
## Beta                            0.0216700867  0.0255821056  0.0247897105
## Forward.P.E                     0.0185467608  0.0193054349  0.0199770367
## Volume                         -0.0124655999 -0.0168265871 -0.0171023460
## Regular.Market.Volume          -0.0124655999 -0.0168265871 -0.0171023460
## Average.Volume                 -0.0138164565 -0.0179661626 -0.0179011813
## Average.Volume..10.days.       -0.0247958935 -0.0281814445 -0.0283436649
## Market.Cap                      0.0955915100  0.0836481601  0.0850505822
## X52.Week.Low                    0.9123688377  0.9306166734  0.9304858404
## X52.Week.High                   0.9460667310  0.9659356038  0.9659812250
## Price.Sales..TTM.               0.1581301316  0.1409447070  0.1400862319
## Trailing.Annual.Dividend.Rate   0.0915036303  0.0894247103  0.0943700154
## Trailing.Annual.Dividend.Yield -0.2049574822 -0.1867684843 -0.1840905588
## Profit.Margins                 -0.0025524886 -0.0011488001 -0.0009559775
## Enterprise.to.Revenue           0.1304805507  0.1167399204  0.1165356280
## Enterprise.to.EBITDA            0.0066983106  0.0126024422  0.0169662660
## Recommendation.Mean            -0.0808541486 -0.0723169110 -0.0723462130
## Total.Cash.Per.Share            0.7315794128  0.7486226904  0.7444578098
## EBITDA                          0.0509153448  0.0435363574  0.0448200470
## Total.Debt                     -0.0349669485 -0.0318973112 -0.0296451434
## Quick.Ratio                     0.0518184333  0.0436846547  0.0402026680
## Current.Ratio                   0.0713101612  0.0654620362  0.0622030853
## Total.Revenue                   0.0415948261  0.0335681441  0.0342062406
## Debt.to.Equity                 -0.0161242016 -0.0146308609 -0.0144125595
## Revenue.Per.Share               0.6562517123  0.6690637198  0.6677903938
## Return.on.Assets                0.2608224186  0.2454676886  0.2446540802
## Return.on.Equity                0.0594224771  0.0587644800  0.0593556540
## Revenue.Growth                  0.1015219195  0.0913582769  0.0909332418
## Gross.Margins                   0.0121439060  0.0102495671  0.0095313955
## EBITDA.Margins                 -0.0228328311 -0.0176349119 -0.0172522180
## Earnings.Per.Share              0.8379874444  0.8671426239  0.8662824050
## Price.to.Earnings              -0.0027537315 -0.0002021970  0.0027113312
## GrowthRate                     -0.0191024668 -0.0085765924 -0.0076546746
## wk_price_change_4              -0.0103105504 -0.0053962428 -0.0056414415
## wk_price_change_8               0.0914556806  0.0881210190  0.0893700138
## wk_price_change_12              0.0775576029  0.0728071209  0.0744547651
## wk_price_change_16              0.0515094049  0.0489897815  0.0501001053
## wk_price_change_20              0.0706058668  0.0669586740  0.0680314029
## wk_price_change_24              0.1501893352  0.1375018304  0.1380002566
## wk_price_change_28              0.2010862265  0.1859100454  0.1874315612
## wk_price_change_32              0.1973303544  0.1846556369  0.1853398599
## wk_price_change_36              0.1926164762  0.1860900787  0.1875663934
## wk_price_change_40              0.1919078819  0.1883482832  0.1932253464
## wk_price_change_44              0.2084766500  0.2012423546  0.2068320496
## wk_price_change_48              0.2125957311  0.2035528937  0.2089888985
## wk_price_change_52              0.2138949466  0.1998536958  0.2035923726
## rate_of_change_4_8             -0.0103343980 -0.0095733556 -0.0092648695
## rate_of_change_8_12             0.0004642727  0.0005021484  0.0007062269
## rate_of_change_12_16            0.0025086352  0.0019490556  0.0016229035
## rate_of_change_16_20           -0.0078394653 -0.0051844453 -0.0037903932
## rate_of_change_20_24           -0.0050898671 -0.0008234380 -0.0003998034
## rate_of_change_24_28           -0.0134153117 -0.0136246401 -0.0142379746
## rate_of_change_28_32           -0.0037521863 -0.0030650080 -0.0022365745
## rate_of_change_32_36           -0.0235881080 -0.0189842139 -0.0187540136
## rate_of_change_36_40           -0.0045014703 -0.0038947082 -0.0046651960
## rate_of_change_40_44           -0.0011051616 -0.0008518545 -0.0009770605
## rate_of_change_44_48           -0.0036162099 -0.0052320081 -0.0058923560
## rate_of_change_48_52            0.0261566265  0.0235923939  0.0244925530
## wk_sd_4                         0.9239265475  0.9495282340  0.9487514180
## wk_sd_8                         0.9322660338  0.9306306747  0.9276681374
## wk_sd_12                        0.9063947080  0.8817834918  0.8766932163
## wk_sd_16                        0.9034675509  0.8726675268  0.8662598148
## wk_sd_20                        0.8822889036  0.8427841089  0.8339870608
## wk_sd_24                        0.9079818116  0.8656325638  0.8561870516
## wk_sd_28                        0.9571469507  0.9223398272  0.9152275803
## wk_sd_32                        0.9860976421  0.9620182174  0.9564889733
## wk_sd_36                        1.0000000000  0.9931406429  0.9897988924
## wk_sd_40                        0.9931406429  1.0000000000  0.9992690826
## wk_sd_44                        0.9897988924  0.9992690826  1.0000000000
## wk_sd_48                        0.9880205833  0.9981118845  0.9995993334
## wk_sd_52                        0.9869777032  0.9965312851  0.9983408986
## wk_sd_92                        0.9704339747  0.9848042330  0.9865628906
##                                     wk_sd_48      wk_sd_52      wk_sd_92
## Full.Time.Employees             0.0071002275  0.0064427650  0.0023722896
## Dividend.Rate                   0.1055826953  0.1054604645  0.0899447413
## Dividend.Yield                 -0.1905332048 -0.1929879000 -0.1747539298
## Payout.Ratio                   -0.0396267871 -0.0403627550 -0.0370005142
## X5.Year.Avg.Dividend.Yield     -0.1723470162 -0.1756431845 -0.1649457358
## Beta                            0.0226032407  0.0203820540  0.0146513814
## Forward.P.E                     0.0200716324  0.0203627133  0.0235249939
## Volume                         -0.0175967068 -0.0182880364 -0.0201650932
## Regular.Market.Volume          -0.0175967068 -0.0182880364 -0.0201650932
## Average.Volume                 -0.0182571129 -0.0188686711 -0.0207355110
## Average.Volume..10.days.       -0.0288587152 -0.0297314912 -0.0295235183
## Market.Cap                      0.0865239027  0.0879334105  0.0886625046
## X52.Week.Low                    0.9296285331  0.9279903189  0.9383781525
## X52.Week.High                   0.9649102842  0.9630033570  0.9694871951
## Price.Sales..TTM.               0.1408407375  0.1434712732  0.1395214335
## Trailing.Annual.Dividend.Rate   0.0959575075  0.0957965934  0.0803494057
## Trailing.Annual.Dividend.Yield -0.1845590858 -0.1868175451 -0.1693635202
## Profit.Margins                 -0.0013443084 -0.0021085908 -0.0008074889
## Enterprise.to.Revenue           0.1171304908  0.1194858642  0.1177156349
## Enterprise.to.EBITDA            0.0190128673  0.0181932570  0.0139240753
## Recommendation.Mean            -0.0728333193 -0.0736204125 -0.0621860509
## Total.Cash.Per.Share            0.7413930639  0.7377029099  0.7489705421
## EBITDA                          0.0458269863  0.0456801648  0.0463912050
## Total.Debt                     -0.0293573663 -0.0302553181 -0.0350503481
## Quick.Ratio                     0.0390806662  0.0400638186  0.0419133550
## Current.Ratio                   0.0610024141  0.0620638222  0.0653728612
## Total.Revenue                   0.0354959183  0.0350220551  0.0270740065
## Debt.to.Equity                 -0.0146372648 -0.0149600232 -0.0156539143
## Revenue.Per.Share               0.6675216173  0.6645922323  0.6651783541
## Return.on.Assets                0.2435455744  0.2423864875  0.2328534710
## Return.on.Equity                0.0588677262  0.0585899807  0.0520783704
## Revenue.Growth                  0.0908929422  0.0900307650  0.0727691218
## Gross.Margins                   0.0095233830  0.0112571632  0.0178980704
## EBITDA.Margins                 -0.0193716976 -0.0220397517 -0.0146578463
## Earnings.Per.Share              0.8631291470  0.8577510336  0.8691810456
## Price.to.Earnings               0.0043832715  0.0071453348  0.0090034481
## GrowthRate                     -0.0078919661 -0.0091381504 -0.0131964905
## wk_price_change_4              -0.0066371642 -0.0073572946 -0.0033029299
## wk_price_change_8               0.0891963930  0.0884795132  0.0792160846
## wk_price_change_12              0.0738249192  0.0728428810  0.0526499037
## wk_price_change_16              0.0492873440  0.0481990951  0.0348971333
## wk_price_change_20              0.0674230414  0.0657888013  0.0444303634
## wk_price_change_24              0.1375622490  0.1350314552  0.0998134848
## wk_price_change_28              0.1878274961  0.1855046765  0.1482577601
## wk_price_change_32              0.1850658851  0.1829500844  0.1437715257
## wk_price_change_36              0.1870686562  0.1841062024  0.1404189351
## wk_price_change_40              0.1936286622  0.1901015442  0.1436140791
## wk_price_change_44              0.2088672544  0.2058856904  0.1596526697
## wk_price_change_48              0.2121135123  0.2099168965  0.1659818654
## wk_price_change_52              0.2059793352  0.2042768300  0.1641509163
## rate_of_change_4_8             -0.0092938313 -0.0097931297 -0.0077578589
## rate_of_change_8_12             0.0008273135  0.0022811630  0.0042669895
## rate_of_change_12_16            0.0014824773  0.0030414551 -0.0036106251
## rate_of_change_16_20           -0.0035956400 -0.0028939788 -0.0019601579
## rate_of_change_20_24           -0.0011824894 -0.0006381922  0.0025097398
## rate_of_change_24_28           -0.0145210644 -0.0147674628 -0.0170190931
## rate_of_change_28_32           -0.0002103500  0.0008123325 -0.0042673599
## rate_of_change_32_36           -0.0197788818 -0.0231043458 -0.0206574345
## rate_of_change_36_40           -0.0055638208 -0.0061868163 -0.0096098266
## rate_of_change_40_44           -0.0017899509 -0.0020488554  0.0015656678
## rate_of_change_44_48           -0.0062834808 -0.0070511574 -0.0037636045
## rate_of_change_48_52            0.0257102033  0.0257145973  0.0167758857
## wk_sd_4                         0.9463507166  0.9435128397  0.9554930755
## wk_sd_8                         0.9257840890  0.9260898916  0.9308608885
## wk_sd_12                        0.8753308232  0.8781299018  0.8672223225
## wk_sd_16                        0.8647234632  0.8669470851  0.8515705400
## wk_sd_20                        0.8313532254  0.8324558143  0.8123668848
## wk_sd_24                        0.8531804793  0.8537350797  0.8288769292
## wk_sd_28                        0.9129409866  0.9132715184  0.8872196950
## wk_sd_32                        0.9545371617  0.9545480873  0.9321933908
## wk_sd_36                        0.9880205833  0.9869777032  0.9704339747
## wk_sd_40                        0.9981118845  0.9965312851  0.9848042330
## wk_sd_44                        0.9995993334  0.9983408986  0.9865628906
## wk_sd_48                        1.0000000000  0.9993658710  0.9875739472
## wk_sd_52                        0.9993658710  1.0000000000  0.9887750276
## wk_sd_92                        0.9875739472  0.9887750276  1.0000000000
#Regular Market Volume and Volume have perfect correlation
#We will use Volume and not Regular Market Volume as that counts for Volume outside market hour as well
all_stock_info <- all_stock_info[,-10]

Linear Regression

initital_ln_reg <- lm(GrowthRate ~.,
             data = all_stock_info)

summary(initital_ln_reg)
## 
## Call:
## lm(formula = GrowthRate ~ ., data = all_stock_info)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -49.294  -5.076   0.207   5.575  35.650 
## 
## Coefficients:
##                                                    Estimate Std. Error t value
## (Intercept)                                       1.648e+00  9.688e+00   0.170
## IndustryAerospace & Defense                       1.808e+00  8.773e+00   0.206
## IndustryAgricultural Inputs                       4.646e+00  9.957e+00   0.467
## IndustryAirlines                                 -9.370e-01  1.007e+01  -0.093
## IndustryAluminum                                 -7.218e-01  1.443e+01  -0.050
## IndustryApparel Manufacturing                     1.007e+01  9.578e+00   1.051
## IndustryApparel Retail                           -3.875e+00  9.908e+00  -0.391
## IndustryAsset Management                         -3.809e+00  8.955e+00  -0.425
## IndustryAuto & Truck Dealerships                 -3.109e+00  1.061e+01  -0.293
## IndustryAuto Manufacturers                       -1.529e+01  1.142e+01  -1.340
## IndustryAuto Parts                               -6.833e+00  9.183e+00  -0.744
## IndustryBeverages - Brewers                      -3.275e+00  1.056e+01  -0.310
## IndustryBeverages - Non-Alcoholic                -4.865e+00  9.736e+00  -0.500
## IndustryBiotechnology                            -8.472e+00  8.924e+00  -0.949
## IndustryBroadcasting                             -1.011e+01  1.414e+01  -0.714
## IndustryBuilding Materials                        2.767e+00  1.003e+01   0.276
## IndustryBuilding Products & Equipment             2.306e+00  8.709e+00   0.265
## IndustryCapital Markets                          -5.738e-01  1.202e+01  -0.048
## IndustryChemicals                                -7.147e+00  9.930e+00  -0.720
## IndustryCommunication Equipment                   1.764e+00  9.261e+00   0.190
## IndustryComputer Hardware                        -1.383e+01  1.073e+01  -1.289
## IndustryConfectioners                             2.642e+00  1.144e+01   0.231
## IndustryConglomerates                             3.629e+00  1.027e+01   0.353
## IndustryConsulting Services                      -3.013e+00  9.962e+00  -0.302
## IndustryConsumer Electronics                      9.876e+00  1.958e+01   0.504
## IndustryCopper                                   -8.993e+00  1.184e+01  -0.759
## IndustryCredit Services                           9.600e+00  1.053e+01   0.912
## IndustryDepartment Stores                        -9.885e+00  1.106e+01  -0.894
## IndustryDiagnostics & Research                    2.317e+00  8.792e+00   0.264
## IndustryDiscount Stores                          -1.487e+01  9.679e+00  -1.536
## IndustryDrug Manufacturers - General              1.342e-01  9.277e+00   0.014
## IndustryDrug Manufacturers - Specialty & Generic -8.033e+00  9.465e+00  -0.849
## IndustryEducation & Training Services            -5.028e+00  1.631e+01  -0.308
## IndustryElectrical Equipment & Parts              2.519e+00  9.807e+00   0.257
## IndustryElectronic Components                    -1.343e+01  9.649e+00  -1.392
## IndustryElectronic Gaming & Multimedia            6.416e-01  1.078e+01   0.060
## IndustryElectronics & Computer Distribution      -3.096e+00  1.089e+01  -0.284
## IndustryEngineering & Construction                5.654e+00  9.050e+00   0.625
## IndustryEntertainment                             7.417e-01  9.159e+00   0.081
## IndustryFarm & Heavy Construction Machinery      -2.604e+00  9.426e+00  -0.276
## IndustryFarm Products                            -8.871e+00  1.071e+01  -0.829
## IndustryFinancial Conglomerates                   1.085e+01  1.510e+01   0.718
## IndustryFinancial Data & Stock Exchanges          1.023e+00  9.011e+00   0.114
## IndustryFood Distribution                         9.293e+00  1.055e+01   0.881
## IndustryFootwear & Accessories                    3.554e+00  1.019e+01   0.349
## IndustryFurnishings, Fixtures & Appliances        2.438e-01  1.047e+01   0.023
## IndustryGambling                                 -1.068e+01  1.056e+01  -1.011
## IndustryGold                                     -2.036e+00  1.192e+01  -0.171
## IndustryGrocery Stores                           -9.181e+00  1.064e+01  -0.862
## IndustryHealth Information Services               1.291e+01  9.792e+00   1.318
## IndustryHealthcare Plans                         -9.985e-01  1.069e+01  -0.093
## IndustryHome Improvement Retail                   1.739e+01  1.179e+01   1.475
## IndustryHousehold & Personal Products            -6.447e+00  8.951e+00  -0.720
## IndustryIndustrial Distribution                   1.073e+00  9.202e+00   0.117
## IndustryInformation Technology Services           1.745e+00  8.634e+00   0.202
## IndustryInsurance - Diversified                  -1.251e+00  1.046e+01  -0.120
## IndustryInsurance - Life                          5.517e+00  9.561e+00   0.577
## IndustryInsurance - Property & Casualty           2.958e+00  8.688e+00   0.340
## IndustryInsurance - Reinsurance                  -2.814e+00  1.409e+01  -0.200
## IndustryInsurance - Specialty                     1.132e+00  9.435e+00   0.120
## IndustryInsurance Brokers                        -2.568e+00  9.789e+00  -0.262
## IndustryIntegrated Freight & Logistics           -6.258e+00  9.739e+00  -0.642
## IndustryInternet Content & Information            1.260e+01  9.436e+00   1.335
## IndustryInternet Retail                           8.048e+00  1.102e+01   0.730
## IndustryLeisure                                   2.282e+00  1.056e+01   0.216
## IndustryLodging                                   8.002e-01  1.148e+01   0.070
## IndustryLumber & Wood Production                  6.914e-01  1.413e+01   0.049
## IndustryLuxury Goods                              7.897e+00  1.157e+01   0.683
## IndustryMedical Care Facilities                   1.159e+01  9.393e+00   1.233
## IndustryMedical Devices                           3.511e+00  8.831e+00   0.398
## IndustryMedical Distribution                     -5.041e+00  1.265e+01  -0.398
## IndustryMedical Instruments & Supplies            2.023e+00  8.779e+00   0.230
## IndustryMetal Fabrication                        -2.587e-01  1.150e+01  -0.022
## IndustryMortgage Finance                          1.761e+01  1.249e+01   1.409
## IndustryOil & Gas E&P                            -1.904e+01  8.911e+00  -2.137
## IndustryOil & Gas Equipment & Services           -1.432e+01  9.507e+00  -1.506
## IndustryOil & Gas Integrated                     -2.066e+00  1.132e+01  -0.183
## IndustryOil & Gas Midstream                       2.287e+00  9.456e+00   0.242
## IndustryOil & Gas Refining & Marketing           -1.526e+01  1.043e+01  -1.463
## IndustryOther Industrial Metals & Mining          1.926e-01  1.473e+01   0.013
## IndustryPackaged Foods                            4.567e+00  8.687e+00   0.526
## IndustryPackaging & Containers                    5.470e+00  8.786e+00   0.623
## IndustryPersonal Services                         3.707e+00  9.981e+00   0.371
## IndustryPharmaceutical Retailers                 -2.149e+01  1.674e+01  -1.284
## IndustryRailroads                                -3.468e+00  9.936e+00  -0.349
## IndustryReal Estate - Diversified                 1.061e+01  1.420e+01   0.747
## IndustryReal Estate Services                      6.732e+00  1.070e+01   0.629
## IndustryRecreational Vehicles                    -1.361e+00  1.010e+01  -0.135
## IndustryREIT - Diversified                       -2.473e+00  1.205e+01  -0.205
## IndustryREIT - Healthcare Facilities              9.465e-01  1.003e+01   0.094
## IndustryREIT - Hotel & Motel                     -2.411e-01  1.179e+01  -0.020
## IndustryREIT - Industrial                        -4.477e+00  9.258e+00  -0.484
## IndustryREIT - Office                             4.663e+00  9.733e+00   0.479
## IndustryREIT - Residential                       -3.150e+00  9.113e+00  -0.346
## IndustryREIT - Retail                            -3.266e+00  9.496e+00  -0.344
## IndustryREIT - Specialty                         -3.255e-01  9.235e+00  -0.035
## IndustryRental & Leasing Services                 5.350e+00  1.004e+01   0.533
## IndustryResidential Construction                  1.344e+01  1.111e+01   1.210
## IndustryResorts & Casinos                        -6.585e+00  9.307e+00  -0.708
## IndustryRestaurants                              -4.321e+00  9.604e+00  -0.450
## IndustryScientific & Technical Instruments       -7.031e+00  9.047e+00  -0.777
## IndustrySecurity & Protection Services           -6.537e-01  1.141e+01  -0.057
## IndustrySemiconductor Equipment & Materials      -2.279e+01  9.359e+00  -2.435
## IndustrySemiconductors                           -2.516e+01  8.741e+00  -2.879
## IndustrySoftware - Application                    3.120e+00  8.541e+00   0.365
## IndustrySoftware - Infrastructure                 9.579e-01  8.607e+00   0.111
## IndustrySolar                                    -9.469e-01  1.210e+01  -0.078
## IndustrySpecialty Business Services              -2.958e+00  9.618e+00  -0.308
## IndustrySpecialty Chemicals                      -2.290e+00  8.597e+00  -0.266
## IndustrySpecialty Industrial Machinery           -3.568e+00  8.519e+00  -0.419
## IndustrySpecialty Retail                         -6.180e+00  9.255e+00  -0.668
## IndustryStaffing & Employment Services            1.653e-01  1.149e+01   0.014
## IndustrySteel                                    -1.329e+01  9.766e+00  -1.361
## IndustryTelecom Services                          9.273e+00  9.708e+00   0.955
## IndustryTools & Accessories                      -4.055e+00  9.402e+00  -0.431
## IndustryTravel Services                          -7.211e+00  9.614e+00  -0.750
## IndustryTrucking                                 -7.803e-01  9.999e+00  -0.078
## IndustryUtilities - Diversified                   3.313e+00  1.155e+01   0.287
## IndustryUtilities - Independent Power Producers   1.625e+01  1.183e+01   1.373
## IndustryUtilities - Regulated Electric            5.185e+00  8.563e+00   0.605
## IndustryUtilities - Regulated Gas                -9.005e+00  9.972e+00  -0.903
## IndustryUtilities - Regulated Water              -8.611e+00  1.162e+01  -0.741
## IndustryUtilities - Renewable                     1.685e+01  1.443e+01   1.168
## IndustryWaste Management                         -3.837e+00  9.968e+00  -0.385
## Full.Time.Employees                               1.204e-05  8.475e-06   1.420
## Dividend.Rate                                     1.798e+00  2.443e+00   0.736
## Dividend.Yield                                   -2.414e+02  1.450e+02  -1.664
## Payout.Ratio                                      1.366e-01  8.427e-02   1.621
## X5.Year.Avg.Dividend.Yield                        1.832e+00  5.158e-01   3.551
## Beta                                              4.051e-02  1.335e+00   0.030
## Forward.P.E                                      -2.183e-02  8.728e-03  -2.501
## Volume                                            2.276e-07  2.339e-07   0.973
## Average.Volume                                   -1.448e-07  2.285e-07  -0.634
## Average.Volume..10.days.                         -7.029e-08  1.998e-07  -0.352
## Market.Cap                                        8.068e-13  8.359e-12   0.097
## X52.Week.Low                                     -1.502e-01  3.241e-02  -4.633
## X52.Week.High                                     1.325e-01  2.895e-02   4.577
## Price.Sales..TTM.                                 1.617e+00  4.458e-01   3.628
## Trailing.Annual.Dividend.Rate                    -1.105e+00  2.502e+00  -0.442
## Trailing.Annual.Dividend.Yield                    5.357e+01  1.416e+02   0.378
## Profit.Margins                                   -2.605e+00  7.956e-01  -3.275
## Enterprise.to.Revenue                            -1.041e+00  4.124e-01  -2.525
## Enterprise.to.EBITDA                             -1.216e-03  6.615e-03  -0.184
## Recommendation.Mean                               8.197e-01  2.209e+00   0.371
## Recommendation.Keyhold                            3.958e-01  1.732e+00   0.228
## Recommendation.Keystrong_buy                     -3.378e+00  8.296e+00  -0.407
## Recommendation.Keyunderperform                   -6.625e+01  2.703e+01  -2.451
## Total.Cash.Per.Share                             -3.415e-02  3.032e-02  -1.126
## EBITDA                                           -1.749e-10  1.979e-10  -0.884
## Total.Debt                                       -2.597e-12  4.752e-11  -0.055
## Quick.Ratio                                       3.583e-01  7.316e-01   0.490
## Current.Ratio                                    -3.368e-01  7.145e-01  -0.471
## Total.Revenue                                     1.189e-12  2.941e-11   0.040
## Debt.to.Equity                                    2.104e-04  4.029e-04   0.522
## Revenue.Per.Share                                 8.958e-03  7.047e-03   1.271
## Return.on.Assets                                 -1.463e+01  1.534e+01  -0.954
## Return.on.Equity                                  6.205e-02  6.885e-01   0.090
## Revenue.Growth                                   -1.338e+00  3.431e+00  -0.390
## Gross.Margins                                    -6.362e+00  3.521e+00  -1.807
## EBITDA.Margins                                    2.063e+01  4.879e+00   4.228
## Earnings.Per.Share                                2.729e-02  1.050e-01   0.260
## Price.to.Earnings                                -1.647e-03  1.424e-03  -1.157
## wk_price_change_4                                -1.423e-01  9.012e-02  -1.579
## wk_price_change_8                                 1.273e-01  7.841e-02   1.623
## wk_price_change_12                               -1.923e-01  9.592e-02  -2.005
## wk_price_change_16                                2.728e-01  1.101e-01   2.478
## wk_price_change_20                               -1.572e-01  8.571e-02  -1.834
## wk_price_change_24                               -6.917e-02  8.486e-02  -0.815
## wk_price_change_28                                1.146e-01  9.961e-02   1.151
## wk_price_change_32                                3.771e-02  9.012e-02   0.419
## wk_price_change_36                               -5.049e-02  6.935e-02  -0.728
## wk_price_change_40                                1.574e-01  8.259e-02   1.906
## wk_price_change_44                               -1.887e-01  9.105e-02  -2.073
## wk_price_change_48                                1.099e-02  7.301e-02   0.150
## wk_price_change_52                                3.881e-02  4.194e-02   0.926
## rate_of_change_4_8                                1.870e-03  5.935e-03   0.315
## rate_of_change_8_12                              -1.258e-03  1.127e-03  -1.116
## rate_of_change_12_16                              1.853e-02  6.247e-02   0.297
## rate_of_change_16_20                              1.765e-03  9.646e-03   0.183
## rate_of_change_20_24                             -9.571e-02  6.189e-02  -1.547
## rate_of_change_24_28                             -2.170e-02  2.638e-02  -0.823
## rate_of_change_28_32                             -3.317e-02  6.066e-02  -0.547
## rate_of_change_32_36                              2.565e-02  1.007e-01   0.255
## rate_of_change_36_40                              5.304e-02  6.715e-02   0.790
## rate_of_change_40_44                             -7.089e-02  8.512e-02  -0.833
## rate_of_change_44_48                             -6.015e-02  5.421e-02  -1.110
## rate_of_change_48_52                             -2.625e-02  2.471e-02  -1.063
## wk_sd_4                                           3.387e-01  2.523e-01   1.342
## wk_sd_8                                          -6.157e-01  2.647e-01  -2.326
## wk_sd_12                                          2.650e-01  3.318e-01   0.799
## wk_sd_16                                          4.495e-01  4.244e-01   1.059
## wk_sd_20                                         -2.286e-01  4.759e-01  -0.480
## wk_sd_24                                          2.978e-02  6.943e-01   0.043
## wk_sd_28                                         -6.178e-01  1.139e+00  -0.543
## wk_sd_32                                          1.797e+00  1.144e+00   1.571
## wk_sd_36                                         -1.864e+00  9.878e-01  -1.887
## wk_sd_40                                          5.721e-01  1.338e+00   0.427
## wk_sd_44                                         -6.183e-01  1.763e+00  -0.351
## wk_sd_48                                         -1.376e-01  1.482e+00  -0.093
## wk_sd_52                                          5.078e-01  6.382e-01   0.796
## wk_sd_92                                         -2.707e-01  8.792e-02  -3.079
##                                                  Pr(>|t|)    
## (Intercept)                                      0.865001    
## IndustryAerospace & Defense                      0.836753    
## IndustryAgricultural Inputs                      0.640970    
## IndustryAirlines                                 0.925910    
## IndustryAluminum                                 0.960118    
## IndustryApparel Manufacturing                    0.293499    
## IndustryApparel Retail                           0.695813    
## IndustryAsset Management                         0.670696    
## IndustryAuto & Truck Dealerships                 0.769614    
## IndustryAuto Manufacturers                       0.180847    
## IndustryAuto Parts                               0.457076    
## IndustryBeverages - Brewers                      0.756475    
## IndustryBeverages - Non-Alcoholic                0.617489    
## IndustryBiotechnology                            0.342838    
## IndustryBroadcasting                             0.475191    
## IndustryBuilding Materials                       0.782763    
## IndustryBuilding Products & Equipment            0.791245    
## IndustryCapital Markets                          0.961934    
## IndustryChemicals                                0.471965    
## IndustryCommunication Equipment                  0.849037    
## IndustryComputer Hardware                        0.197985    
## IndustryConfectioners                            0.817398    
## IndustryConglomerates                            0.723972    
## IndustryConsulting Services                      0.762453    
## IndustryConsumer Electronics                     0.614135    
## IndustryCopper                                   0.447954    
## IndustryCredit Services                          0.362284    
## IndustryDepartment Stores                        0.371925    
## IndustryDiagnostics & Research                   0.792241    
## IndustryDiscount Stores                          0.124983    
## IndustryDrug Manufacturers - General             0.988464    
## IndustryDrug Manufacturers - Specialty & Generic 0.396358    
## IndustryEducation & Training Services            0.758021    
## IndustryElectrical Equipment & Parts             0.797391    
## IndustryElectronic Components                    0.164552    
## IndustryElectronic Gaming & Multimedia           0.952543    
## IndustryElectronics & Computer Distribution      0.776306    
## IndustryEngineering & Construction               0.532387    
## IndustryEntertainment                            0.935489    
## IndustryFarm & Heavy Construction Machinery      0.782405    
## IndustryFarm Products                            0.407655    
## IndustryFinancial Conglomerates                  0.472811    
## IndustryFinancial Data & Stock Exchanges         0.909632    
## IndustryFood Distribution                        0.378783    
## IndustryFootwear & Accessories                   0.727366    
## IndustryFurnishings, Fixtures & Appliances       0.981424    
## IndustryGambling                                 0.312366    
## IndustryGold                                     0.864456    
## IndustryGrocery Stores                           0.388772    
## IndustryHealth Information Services              0.187835    
## IndustryHealthcare Plans                         0.925644    
## IndustryHome Improvement Retail                  0.140837    
## IndustryHousehold & Personal Products            0.471649    
## IndustryIndustrial Distribution                  0.907212    
## IndustryInformation Technology Services          0.839934    
## IndustryInsurance - Diversified                  0.904814    
## IndustryInsurance - Life                         0.564133    
## IndustryInsurance - Property & Casualty          0.733607    
## IndustryInsurance - Reinsurance                  0.841702    
## IndustryInsurance - Specialty                    0.904533    
## IndustryInsurance Brokers                        0.793125    
## IndustryIntegrated Freight & Logistics           0.520789    
## IndustryInternet Content & Information           0.182263    
## IndustryInternet Retail                          0.465564    
## IndustryLeisure                                  0.828973    
## IndustryLodging                                  0.944465    
## IndustryLumber & Wood Production                 0.960996    
## IndustryLuxury Goods                             0.495074    
## IndustryMedical Care Facilities                  0.217912    
## IndustryMedical Devices                          0.691106    
## IndustryMedical Distribution                     0.690454    
## IndustryMedical Instruments & Supplies           0.817780    
## IndustryMetal Fabrication                        0.982062    
## IndustryMortgage Finance                         0.159208    
## IndustryOil & Gas E&P                            0.033008 *  
## IndustryOil & Gas Equipment & Services           0.132515    
## IndustryOil & Gas Integrated                     0.855191    
## IndustryOil & Gas Midstream                      0.808930    
## IndustryOil & Gas Refining & Marketing           0.143998    
## IndustryOther Industrial Metals & Mining         0.989569    
## IndustryPackaged Foods                           0.599295    
## IndustryPackaging & Containers                   0.533793    
## IndustryPersonal Services                        0.710428    
## IndustryPharmaceutical Retailers                 0.199653    
## IndustryRailroads                                0.727225    
## IndustryReal Estate - Diversified                0.455553    
## IndustryReal Estate Services                     0.529481    
## IndustryRecreational Vehicles                    0.892791    
## IndustryREIT - Diversified                       0.837474    
## IndustryREIT - Healthcare Facilities             0.924829    
## IndustryREIT - Hotel & Motel                     0.983693    
## IndustryREIT - Industrial                        0.628848    
## IndustryREIT - Office                            0.632063    
## IndustryREIT - Residential                       0.729678    
## IndustryREIT - Retail                            0.731030    
## IndustryREIT - Specialty                         0.971891    
## IndustryRental & Leasing Services                0.594198    
## IndustryResidential Construction                 0.226631    
## IndustryResorts & Casinos                        0.479508    
## IndustryRestaurants                              0.652958    
## IndustryScientific & Technical Instruments       0.437377    
## IndustrySecurity & Protection Services           0.954329    
## IndustrySemiconductor Equipment & Materials      0.015192 *  
## IndustrySemiconductors                           0.004134 ** 
## IndustrySoftware - Application                   0.715012    
## IndustrySoftware - Infrastructure                0.911416    
## IndustrySolar                                    0.937622    
## IndustrySpecialty Business Services              0.758554    
## IndustrySpecialty Chemicals                      0.790044    
## IndustrySpecialty Industrial Machinery           0.675503    
## IndustrySpecialty Retail                         0.504548    
## IndustryStaffing & Employment Services           0.988531    
## IndustrySteel                                    0.173989    
## IndustryTelecom Services                         0.339824    
## IndustryTools & Accessories                      0.666414    
## IndustryTravel Services                          0.453500    
## IndustryTrucking                                 0.937821    
## IndustryUtilities - Diversified                  0.774327    
## IndustryUtilities - Independent Power Producers  0.170273    
## IndustryUtilities - Regulated Electric           0.545083    
## IndustryUtilities - Regulated Gas                0.366851    
## IndustryUtilities - Regulated Water              0.458777    
## IndustryUtilities - Renewable                    0.243378    
## IndustryWaste Management                         0.700409    
## Full.Time.Employees                              0.156010    
## Dividend.Rate                                    0.462020    
## Dividend.Yield                                   0.096552 .  
## Payout.Ratio                                     0.105633    
## X5.Year.Avg.Dividend.Yield                       0.000413 ***
## Beta                                             0.975813    
## Forward.P.E                                      0.012626 *  
## Volume                                           0.331000    
## Average.Volume                                   0.526474    
## Average.Volume..10.days.                         0.725168    
## Market.Cap                                       0.923141    
## X52.Week.Low                                     4.39e-06 ***
## X52.Week.High                                    5.71e-06 ***
## Price.Sales..TTM.                                0.000309 ***
## Trailing.Annual.Dividend.Rate                    0.658871    
## Trailing.Annual.Dividend.Yield                   0.705317    
## Profit.Margins                                   0.001118 ** 
## Enterprise.to.Revenue                            0.011831 *  
## Enterprise.to.EBITDA                             0.854233    
## Recommendation.Mean                              0.710715    
## Recommendation.Keyhold                           0.819341    
## Recommendation.Keystrong_buy                     0.684039    
## Recommendation.Keyunderperform                   0.014517 *  
## Total.Cash.Per.Share                             0.260479    
## EBITDA                                           0.377125    
## Total.Debt                                       0.956440    
## Quick.Ratio                                      0.624499    
## Current.Ratio                                    0.637575    
## Total.Revenue                                    0.967769    
## Debt.to.Equity                                   0.601704    
## Revenue.Per.Share                                0.204158    
## Return.on.Assets                                 0.340437    
## Return.on.Equity                                 0.928222    
## Revenue.Growth                                   0.696776    
## Gross.Margins                                    0.071253 .  
## EBITDA.Margins                                   2.71e-05 ***
## Earnings.Per.Share                               0.794970    
## Price.to.Earnings                                0.247838    
## wk_price_change_4                                0.114863    
## wk_price_change_8                                0.105054    
## wk_price_change_12                               0.045425 *  
## wk_price_change_16                               0.013479 *  
## wk_price_change_20                               0.067118 .  
## wk_price_change_24                               0.415360    
## wk_price_change_28                               0.250301    
## wk_price_change_32                               0.675727    
## wk_price_change_36                               0.466897    
## wk_price_change_40                               0.057157 .  
## wk_price_change_44                               0.038633 *  
## wk_price_change_48                               0.880430    
## wk_price_change_52                               0.355067    
## rate_of_change_4_8                               0.752778    
## rate_of_change_8_12                              0.264704    
## rate_of_change_12_16                             0.766894    
## rate_of_change_16_20                             0.854909    
## rate_of_change_20_24                             0.122494    
## rate_of_change_24_28                             0.410995    
## rate_of_change_28_32                             0.584703    
## rate_of_change_32_36                             0.799063    
## rate_of_change_36_40                             0.429873    
## rate_of_change_40_44                             0.405298    
## rate_of_change_44_48                             0.267631    
## rate_of_change_48_52                             0.288362    
## wk_sd_4                                          0.180019    
## wk_sd_8                                          0.020348 *  
## wk_sd_12                                         0.424809    
## wk_sd_16                                         0.289973    
## wk_sd_20                                         0.631177    
## wk_sd_24                                         0.965800    
## wk_sd_28                                         0.587655    
## wk_sd_32                                         0.116808    
## wk_sd_36                                         0.059637 .  
## wk_sd_40                                         0.669198    
## wk_sd_44                                         0.725833    
## wk_sd_48                                         0.926024    
## wk_sd_52                                         0.426585    
## wk_sd_92                                         0.002170 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 11.21 on 616 degrees of freedom
## Multiple R-squared:  0.4749, Adjusted R-squared:  0.3044 
## F-statistic: 2.786 on 200 and 616 DF,  p-value: < 2.2e-16

We have a adj R-squared of 0.3 meaning not all is explained.

# Split the data intro training and test data

set.seed(11111) # Set seed

# Sample train rows
train_indices <- sample(1:nrow(all_stock_info), size = 0.8 * nrow(all_stock_info))

# Create training and test sets
train_data <- all_stock_info[train_indices, ]
test_data <- all_stock_info[-train_indices, ]

# Check the dimensions of the data
dim(train_data)
## [1] 653  77
dim(test_data)
## [1] 164  77
# Drop industry as it will impact our linear regression model,if an industry is in the test data but not in the training.
train_data_no_ind <- train_data[,-1]
test_data_no_ind <- test_data[,-1]
#Create model using train data
final_ln_reg <- lm(GrowthRate ~.,
             data = train_data_no_ind)

summary(final_ln_reg)
## 
## Call:
## lm(formula = GrowthRate ~ ., data = train_data_no_ind)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -63.482  -6.006   0.171   6.660  37.874 
## 
## Coefficients:
##                                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                    -2.074e+00  5.699e+00  -0.364  0.71607    
## Full.Time.Employees             7.799e-06  8.005e-06   0.974  0.33030    
## Dividend.Rate                   4.423e+00  2.792e+00   1.584  0.11374    
## Dividend.Yield                 -2.663e+02  1.371e+02  -1.942  0.05260 .  
## Payout.Ratio                    1.216e-01  8.377e-02   1.452  0.14709    
## X5.Year.Avg.Dividend.Yield      2.203e+00  5.118e-01   4.304 1.97e-05 ***
## Beta                           -3.068e+00  1.306e+00  -2.348  0.01921 *  
## Forward.P.E                    -2.380e-02  9.197e-03  -2.587  0.00991 ** 
## Volume                          6.011e-07  2.284e-07   2.632  0.00871 ** 
## Average.Volume                 -6.252e-07  2.349e-07  -2.662  0.00798 ** 
## Average.Volume..10.days.       -1.534e-07  1.892e-07  -0.811  0.41773    
## Market.Cap                      8.763e-12  6.708e-12   1.306  0.19191    
## X52.Week.Low                   -1.812e-01  3.814e-02  -4.751 2.55e-06 ***
## X52.Week.High                   1.728e-01  3.330e-02   5.190 2.93e-07 ***
## Price.Sales..TTM.               8.611e-01  4.541e-01   1.896  0.05844 .  
## Trailing.Annual.Dividend.Rate  -4.127e+00  2.847e+00  -1.450  0.14773    
## Trailing.Annual.Dividend.Yield  2.436e+01  1.221e+02   0.200  0.84186    
## Profit.Margins                 -1.772e+00  7.994e-01  -2.217  0.02701 *  
## Enterprise.to.Revenue          -3.471e-01  4.068e-01  -0.853  0.39385    
## Enterprise.to.EBITDA           -1.847e-03  7.968e-03  -0.232  0.81678    
## Recommendation.Mean             3.294e+00  2.485e+00   1.326  0.18545    
## Recommendation.Keyhold         -4.813e-01  1.959e+00  -0.246  0.80602    
## Recommendation.Keystrong_buy    2.676e+00  6.786e+00   0.394  0.69349    
## Recommendation.Keyunderperform -7.289e+01  2.789e+01  -2.613  0.00921 ** 
## Total.Cash.Per.Share           -2.434e-02  3.518e-02  -0.692  0.48940    
## EBITDA                         -1.618e-10  1.702e-10  -0.951  0.34221    
## Total.Debt                      7.935e-11  4.276e-11   1.856  0.06402 .  
## Quick.Ratio                     1.848e-01  6.125e-01   0.302  0.76303    
## Current.Ratio                  -1.803e-01  5.898e-01  -0.306  0.75999    
## Total.Revenue                  -1.943e-11  2.548e-11  -0.762  0.44620    
## Debt.to.Equity                  2.712e-03  2.837e-03   0.956  0.33945    
## Revenue.Per.Share               1.360e-02  6.340e-03   2.145  0.03239 *  
## Return.on.Assets               -8.929e+00  1.512e+01  -0.591  0.55508    
## Return.on.Equity               -1.185e-01  9.208e-01  -0.129  0.89769    
## Revenue.Growth                  2.249e+00  3.632e+00   0.619  0.53597    
## Gross.Margins                  -3.076e+00  3.105e+00  -0.991  0.32231    
## EBITDA.Margins                  1.343e+01  4.170e+00   3.222  0.00135 ** 
## Earnings.Per.Share             -1.589e-01  1.195e-01  -1.330  0.18412    
## Price.to.Earnings              -9.584e-04  1.609e-03  -0.596  0.55174    
## wk_price_change_4              -1.068e-01  9.169e-02  -1.165  0.24467    
## wk_price_change_8               7.311e-02  8.545e-02   0.856  0.39254    
## wk_price_change_12             -2.276e-01  9.696e-02  -2.347  0.01924 *  
## wk_price_change_16              2.154e-01  1.107e-01   1.946  0.05214 .  
## wk_price_change_20             -1.026e-01  9.377e-02  -1.094  0.27434    
## wk_price_change_24             -2.062e-01  9.198e-02  -2.242  0.02535 *  
## wk_price_change_28              2.161e-01  1.057e-01   2.045  0.04135 *  
## wk_price_change_32             -4.171e-02  1.042e-01  -0.400  0.68907    
## wk_price_change_36             -5.032e-02  7.437e-02  -0.677  0.49890    
## wk_price_change_40              2.690e-01  8.528e-02   3.155  0.00169 ** 
## wk_price_change_44             -1.781e-01  9.251e-02  -1.926  0.05466 .  
## wk_price_change_48              1.983e-03  7.945e-02   0.025  0.98009    
## wk_price_change_52              2.864e-02  4.541e-02   0.631  0.52847    
## rate_of_change_4_8              1.537e-02  2.948e-02   0.521  0.60231    
## rate_of_change_8_12            -8.792e-04  1.187e-03  -0.741  0.45929    
## rate_of_change_12_16            6.873e-02  7.967e-02   0.863  0.38866    
## rate_of_change_16_20           -1.111e-03  9.552e-03  -0.116  0.90745    
## rate_of_change_20_24           -7.890e-02  6.767e-02  -1.166  0.24412    
## rate_of_change_24_28            5.487e-03  3.070e-02   0.179  0.85821    
## rate_of_change_28_32           -9.670e-02  1.030e-01  -0.939  0.34823    
## rate_of_change_32_36            1.256e-01  2.208e-01   0.569  0.56975    
## rate_of_change_36_40            1.019e-01  7.664e-02   1.329  0.18426    
## rate_of_change_40_44           -3.339e-02  9.438e-02  -0.354  0.72365    
## rate_of_change_44_48           -7.572e-02  9.233e-02  -0.820  0.41248    
## rate_of_change_48_52           -1.022e-02  2.490e-02  -0.411  0.68157    
## wk_sd_4                        -7.552e-02  3.255e-01  -0.232  0.81661    
## wk_sd_8                        -5.564e-01  3.075e-01  -1.809  0.07095 .  
## wk_sd_12                        1.646e-01  4.226e-01   0.390  0.69694    
## wk_sd_16                       -1.248e-02  5.546e-01  -0.022  0.98206    
## wk_sd_20                        6.300e-01  6.215e-01   1.014  0.31118    
## wk_sd_24                       -1.157e+00  8.292e-01  -1.396  0.16332    
## wk_sd_28                        1.051e+00  1.325e+00   0.793  0.42793    
## wk_sd_32                       -2.754e-01  1.325e+00  -0.208  0.83544    
## wk_sd_36                       -6.551e-01  1.107e+00  -0.592  0.55422    
## wk_sd_40                        1.001e+00  1.466e+00   0.683  0.49498    
## wk_sd_44                       -1.544e+00  1.945e+00  -0.794  0.42779    
## wk_sd_48                       -1.473e-01  1.667e+00  -0.088  0.92962    
## wk_sd_52                        6.462e-01  7.340e-01   0.880  0.37902    
## wk_sd_92                       -1.719e-01  1.041e-01  -1.651  0.09921 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 12.17 on 575 degrees of freedom
## Multiple R-squared:  0.266,  Adjusted R-squared:  0.1677 
## F-statistic: 2.706 on 77 and 575 DF,  p-value: 2.134e-11
# Predict values

ln_reg_pred <- predict(final_ln_reg, test_data_no_ind)

# Calculate RMSE
rmse_ln_reg <- rmse(test_data_no_ind$GrowthRate, ln_reg_pred)
rmse_ln_reg
## [1] 15.79606

Random Forest

# We start by tunning ntree

# Define a range of ntree values to test
ntree_values <- seq(50, 1000, by = 50)  # Adjust the range as needed
rmse_results <- numeric(length(ntree_values))

# Loop through the ntree values
for (i in seq_along(ntree_values)) {
  model <- randomForest(GrowthRate ~ ., 
                        data = train_data,
                        ntree = ntree_values[i])
  
  # Make predictions
  predictions <- predict(model, newdata = train_data)
  
  # Calculate RMSE
  rmse <- rmse(train_data$GrowthRate, predictions)
  
  # Store results
  rmse_results[i] <- rmse
}

# Print results
results <- data.frame(ntree = ntree_values, RMSE = rmse_results)
print(results)
##    ntree     RMSE
## 1     50 5.216657
## 2    100 5.071048
## 3    150 4.986789
## 4    200 5.047374
## 5    250 4.993896
## 6    300 5.031992
## 7    350 5.059214
## 8    400 5.025320
## 9    450 5.020706
## 10   500 5.038006
## 11   550 5.060439
## 12   600 5.019805
## 13   650 5.035569
## 14   700 4.997241
## 15   750 5.022664
## 16   800 4.990681
## 17   850 5.024071
## 18   900 5.018375
## 19   950 5.068450
## 20  1000 5.022157
# Plot RMSE vs ntree
plot(results$ntree, results$RMSE, type = "b", 
     xlab = "Number of Trees (ntree)", ylab = "RMSE", 
     main = "RMSE vs Number of Trees")

# The RMSE is the lowest at 150 and 800. We will choose 150 to speed up the proccess
# Tunning mtry and node size


# Define parameter grids
mtry_vals <- c(9, 18, 27, 36, 45, 55, 65, 78)
nodesize_vals <- c(1, 10, 15, 50, 100, 150, 200, 500, 1000)

# Create a grid of parameters to test
params <- expand.grid(mtry = mtry_vals, nodesize = nodesize_vals)

# Initialize vectors to store RMSE
rmse_vec <- rep(NA, nrow(params))

# Loop over each combination of parameters
for (i in 1:nrow(params)) {
  
  # Train Random Forest model with specified parameters
  rf_mod <- randomForest(GrowthRate ~ ., 
                         data = train_data, 
                         ntree = 150, 
                         nodesize = params$nodesize[i], 
                         mtry = params$mtry[i])
  
  # Make predictions on the training data (or on a separate test set)
  rf_preds <- predict(rf_mod, train_data)  # If you have a separate test set, use it here
  
  # Calculate RMSE
  
  rmse <- rmse(train_data$GrowthRate, rf_preds)
    
  # Store RMSE
  rmse_vec[i] <- rmse
  
}
## Warning in randomForest.default(m, y, ...): invalid mtry: reset to within valid
## range

## Warning in randomForest.default(m, y, ...): invalid mtry: reset to within valid
## range

## Warning in randomForest.default(m, y, ...): invalid mtry: reset to within valid
## range

## Warning in randomForest.default(m, y, ...): invalid mtry: reset to within valid
## range

## Warning in randomForest.default(m, y, ...): invalid mtry: reset to within valid
## range

## Warning in randomForest.default(m, y, ...): invalid mtry: reset to within valid
## range

## Warning in randomForest.default(m, y, ...): invalid mtry: reset to within valid
## range

## Warning in randomForest.default(m, y, ...): invalid mtry: reset to within valid
## range

## Warning in randomForest.default(m, y, ...): invalid mtry: reset to within valid
## range
# Combine results into a data frame for better visualization
results <- data.frame(params, RMSE = rmse_vec)

# Print results
print(results)
##    mtry nodesize      RMSE
## 1     9        1  4.710006
## 2    18        1  4.736072
## 3    27        1  4.766713
## 4    36        1  4.714224
## 5    45        1  4.677911
## 6    55        1  4.717834
## 7    65        1  4.605055
## 8    78        1  4.736487
## 9     9       10  5.977262
## 10   18       10  5.869051
## 11   27       10  5.770456
## 12   36       10  5.737967
## 13   45       10  5.749839
## 14   55       10  5.618892
## 15   65       10  5.658933
## 16   78       10  5.762743
## 17    9       15  6.697894
## 18   18       15  6.484627
## 19   27       15  6.370279
## 20   36       15  6.297392
## 21   45       15  6.343924
## 22   55       15  6.253601
## 23   65       15  6.199099
## 24   78       15  6.188044
## 25    9       50  8.893280
## 26   18       50  8.684469
## 27   27       50  8.601256
## 28   36       50  8.414515
## 29   45       50  8.354069
## 30   55       50  8.313493
## 31   65       50  8.348313
## 32   78       50  8.264294
## 33    9      100 10.244917
## 34   18      100  9.937187
## 35   27      100  9.717333
## 36   36      100  9.810924
## 37   45      100  9.690168
## 38   55      100  9.669256
## 39   65      100  9.720796
## 40   78      100  9.592004
## 41    9      150 10.766301
## 42   18      150 10.588768
## 43   27      150 10.505252
## 44   36      150 10.433736
## 45   45      150 10.265876
## 46   55      150 10.425290
## 47   65      150 10.247429
## 48   78      150 10.301669
## 49    9      200 11.198446
## 50   18      200 10.984080
## 51   27      200 10.842430
## 52   36      200 10.890278
## 53   45      200 10.843373
## 54   55      200 10.745817
## 55   65      200 10.785574
## 56   78      200 10.736999
## 57    9      500 12.393097
## 58   18      500 12.136625
## 59   27      500 12.101503
## 60   36      500 12.076399
## 61   45      500 12.045248
## 62   55      500 12.001158
## 63   65      500 12.029138
## 64   78      500 11.973796
## 65    9     1000 12.862621
## 66   18     1000 12.824322
## 67   27     1000 12.767398
## 68   36     1000 12.760471
## 69   45     1000 12.759158
## 70   55     1000 12.724714
## 71   65     1000 12.705026
## 72   78     1000 12.709133
# Let us visualize the parameters and RMSE
# Assuming you already have `results` data frame from previous code
res_db <- cbind.data.frame(params, rmse_vec) # Use rmse_vec instead of acc_vec
res_db$mtry <- as.factor(res_db$mtry) # Convert mtry to factor for plotting
res_db$nodesize <- as.factor(res_db$nodesize) # Convert nodesize to factor for plotting

# Create heatmap
g_rmse <- ggplot(res_db, aes(y = mtry, x = nodesize, fill = rmse_vec)) + # Set aesthetics
  geom_tile() + # Use geom_tile for heatmap
  theme_bw() + # Set theme
  scale_fill_gradient2(low = "red", # Choose low color (lower RMSE is better)
                       mid = "white", # Choose mid color
                       high = "blue", # Choose high color
                       midpoint = mean(res_db$rmse_vec), # Choose mid point
                       space = "Lab", 
                       na.value = "grey", # Choose NA value
                       guide = "colourbar", # Set color bar
                       aesthetics = "fill") + # Select aesthetics to apply
  labs(x = "Node Size", y = "mtry", fill = "RMSE") + # Set labels
  ggtitle("Heatmap of RMSE for Different mtry and Node Size Combinations") # Title for the plot

g_rmse # Generate plot

We can clearly see that node size of 1 and 10 is ideal, but to avoid overfitting, we will choose node size of 10 With mtry we have more freedom, however, as we want to filter some of the variables we will use mtry = 27

rf_final_mod <- randomForest(GrowthRate ~., # Set tree formula
                         data = train_data, # Set dataset
                         ntree = 250,
                         nodesize = 10,
                         mtry = 27) # Set number of trees to use
# Make predictions on the test set)
rf_preds <- predict(rf_final_mod, test_data)  # If you have a separate test set, use it here
  
# Calculate RMSE
rmse <- rmse(test_data$GrowthRate, rf_preds)
rmse
## [1] 12.6932
varImpPlot(rf_final_mod, type =2, n.var = 10) # Plot importance

summary(test_data$GrowthRate)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
## -41.054  -5.228   3.853   2.092  10.958  33.540

Given the range of growth is -41 to 33 and RMSE is 12.8 the model predicit somewhat well, but the range is error is quite significant. It is interesting to see that Enterprise to EBITA and Market Cap and strongest predictors, which has high correlation with the size and profitability of a company.

XGBoost

#split the data

# Drop industry and recommendation key as it not numeric. However, this should not affect our model as we have seen from Linear Regression and Random Forest that industry is not a super strong predictor and recommendation key is also represented in recommendation mean

train_data <- train_data[,-c(1, 22)]
test_data <- test_data[,-c(1,22)]

# Split the features and target variable for training and test data
x_train <- as.matrix(train_data[, -which(names(train_data) == "GrowthRate")]) # Exclude the target column
y_train <- train_data$GrowthRate

x_test <- as.matrix(test_data[, -which(names(test_data) == "GrowthRate")]) # Exclude the target column
y_test <- test_data$GrowthRate

# Convert the data to DMatrix format
dtrain <- xgb.DMatrix(data = x_train, label = y_train)
dtest <- xgb.DMatrix(data = x_test, label = y_test)
# We will start by checking the number of nrounds

set.seed(111111)

# Perform cross-validation to tune the number of rounds
bst_tune <- xgb.cv(
  data = dtrain,            # Training data
  nfold = 5,                # 5-fold cross-validation
  eta = 0.1,                # Learning rate
  nrounds = 1000,           # Number of boosting rounds
  early_stopping_rounds = 50,  # Stop if no improvement for 50 rounds
  objective = "reg:squarederror",  # Regression objective
  verbose = 1,              # Print out fit info
  nthread = 1,              # Number of parallel threads
  print_every_n = 20        # Print every 20th iteration
)
## [1]  train-rmse:12.978837+0.093403   test-rmse:13.464225+0.360375 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:6.311560+0.359515    test-rmse:12.591385+0.657198 
## [41] train-rmse:3.451768+0.250467    test-rmse:12.459486+0.667015 
## [61] train-rmse:2.031030+0.202424    test-rmse:12.436257+0.685419 
## [81] train-rmse:1.252512+0.188805    test-rmse:12.410801+0.665389 
## [101]    train-rmse:0.786723+0.138209    test-rmse:12.394100+0.673231 
## [121]    train-rmse:0.510721+0.115832    test-rmse:12.391434+0.682778 
## [141]    train-rmse:0.326807+0.084835    test-rmse:12.387620+0.684688 
## [161]    train-rmse:0.215763+0.061787    test-rmse:12.386073+0.684179 
## [181]    train-rmse:0.143298+0.047667    test-rmse:12.384351+0.684446 
## [201]    train-rmse:0.093399+0.032038    test-rmse:12.383489+0.684915 
## [221]    train-rmse:0.062873+0.026182    test-rmse:12.382771+0.685924 
## [241]    train-rmse:0.042803+0.018352    test-rmse:12.382130+0.686655 
## [261]    train-rmse:0.029360+0.012875    test-rmse:12.381922+0.686686 
## [281]    train-rmse:0.019354+0.008747    test-rmse:12.381626+0.686838 
## [301]    train-rmse:0.013138+0.006050    test-rmse:12.381601+0.686890 
## [321]    train-rmse:0.008801+0.004343    test-rmse:12.381710+0.686751 
## [341]    train-rmse:0.006166+0.002947    test-rmse:12.381662+0.686844 
## Stopping. Best iteration:
## [291]    train-rmse:0.015879+0.007217    test-rmse:12.381549+0.686859
# Extract the RMSE values from the cross-validation log
evaluation_log <- bst_tune$evaluation_log

# Visualize RMSE over rounds
ggplot(evaluation_log, aes(x = iter, y = test_rmse_mean)) +
  geom_line(color = "blue") +
  geom_point(color = "red") +
  theme_minimal() +
  labs(title = "RMSE vs Number of Rounds",
       x = "Number of Rounds (nrounds)",
       y = "Test RMSE") 

From the graph we see the model learn very fast reaching the minimum RMSE very early on (100). Given this, we will start by tunning the ETA

###### eta tuning ######

# Use xgb.cv to run cross-validation inside xgboost
set.seed(111111)
bst_mod_1 <- xgb.cv(data = dtrain, # Set training data
                    
                    nfold = 5, # Use 5 fold cross-validation
                    
                    eta = 0.3, # Set learning rate
               
                    nrounds = 1000, # Set number of rounds
                    early_stopping_rounds = 50, # Set number of rounds to stop at if there is no improvement
                    
                    verbose = 1, # 1 - Prints out fit
                    nthread = 1, # Set number of parallel threads
                    print_every_n = 20 # Prints out result every 20th iteration
) # Set evaluation metric to use
## [1]  train-rmse:11.741035+0.129822   test-rmse:13.282567+0.370846 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:1.797276+0.266605    test-rmse:13.147227+0.505503 
## [41] train-rmse:0.361192+0.050308    test-rmse:13.174155+0.539201 
## Stopping. Best iteration:
## [4]  train-rmse:8.269080+0.269410    test-rmse:12.927795+0.621031
set.seed(111111)
bst_mod_2 <- xgb.cv(data = dtrain, # Set training data
                    
                    nfold = 5, # Use 5 fold cross-validation
                    
                    eta = 0.1, # Set learning rate
                   
                    nrounds = 1000, # Set number of rounds
                    early_stopping_rounds = 50, # Set number of rounds to stop at if there is no improvement
                    
                    verbose = 1, # 1 - Prints out fit
                    nthread = 1, # Set number of parallel threads
                    print_every_n = 20 # Prints out result every 20th iteration
) # Set evaluation metric to use
## [1]  train-rmse:12.978837+0.093403   test-rmse:13.464225+0.360375 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:6.311560+0.359515    test-rmse:12.591385+0.657198 
## [41] train-rmse:3.451768+0.250467    test-rmse:12.459486+0.667015 
## [61] train-rmse:2.031030+0.202424    test-rmse:12.436257+0.685419 
## [81] train-rmse:1.252512+0.188805    test-rmse:12.410801+0.665389 
## [101]    train-rmse:0.786723+0.138209    test-rmse:12.394100+0.673231 
## [121]    train-rmse:0.510721+0.115832    test-rmse:12.391434+0.682778 
## [141]    train-rmse:0.326807+0.084835    test-rmse:12.387620+0.684688 
## [161]    train-rmse:0.215763+0.061787    test-rmse:12.386073+0.684179 
## [181]    train-rmse:0.143298+0.047667    test-rmse:12.384351+0.684446 
## [201]    train-rmse:0.093399+0.032038    test-rmse:12.383489+0.684915 
## [221]    train-rmse:0.062873+0.026182    test-rmse:12.382771+0.685924 
## [241]    train-rmse:0.042803+0.018352    test-rmse:12.382130+0.686655 
## [261]    train-rmse:0.029360+0.012875    test-rmse:12.381922+0.686686 
## [281]    train-rmse:0.019354+0.008747    test-rmse:12.381626+0.686838 
## [301]    train-rmse:0.013138+0.006050    test-rmse:12.381601+0.686890 
## [321]    train-rmse:0.008801+0.004343    test-rmse:12.381710+0.686751 
## [341]    train-rmse:0.006166+0.002947    test-rmse:12.381662+0.686844 
## Stopping. Best iteration:
## [291]    train-rmse:0.015879+0.007217    test-rmse:12.381549+0.686859
set.seed(111111)
bst_mod_3 <- xgb.cv(data = dtrain, # Set training data
                    
                    nfold = 5, # Use 5 fold cross-validation
                    
                    eta = 0.05, # Set learning rate
                    
                    nrounds = 1000, # Set number of rounds
                    early_stopping_rounds = 50, # Set number of rounds to stop at if there is no improvement
                    
                    verbose = 1, # 1 - Prints out fit
                    nthread = 1, # Set number of parallel threads
                    print_every_n = 20 # Prints out result every 20th iteration
) # Set evaluation metric to use
## [1]  train-rmse:13.309335+0.091154   test-rmse:13.546617+0.362674 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:9.038199+0.239262    test-rmse:12.779784+0.579647 
## [41] train-rmse:6.490847+0.316907    test-rmse:12.603496+0.626660 
## [61] train-rmse:4.724341+0.307716    test-rmse:12.537479+0.598142 
## [81] train-rmse:3.502437+0.238190    test-rmse:12.521728+0.597040 
## [101]    train-rmse:2.702870+0.177347    test-rmse:12.519479+0.590141 
## [121]    train-rmse:2.135137+0.191959    test-rmse:12.519697+0.562579 
## [141]    train-rmse:1.681253+0.177422    test-rmse:12.497527+0.560434 
## [161]    train-rmse:1.317367+0.165928    test-rmse:12.477130+0.551622 
## [181]    train-rmse:1.058896+0.143786    test-rmse:12.462685+0.551948 
## [201]    train-rmse:0.856210+0.122979    test-rmse:12.461061+0.560090 
## [221]    train-rmse:0.711410+0.107100    test-rmse:12.456461+0.560049 
## [241]    train-rmse:0.575641+0.097776    test-rmse:12.452930+0.561565 
## [261]    train-rmse:0.475880+0.088498    test-rmse:12.455972+0.560318 
## Stopping. Best iteration:
## [228]    train-rmse:0.657149+0.099634    test-rmse:12.451345+0.561738
set.seed(111111)
bst_mod_4 <- xgb.cv(data = dtrain, # Set training data
                    
                    nfold = 5, # Use 5 fold cross-validation
                    
                    eta = 0.01, # Set learning rate
                   
                    nrounds = 1000, # Set number of rounds
                    early_stopping_rounds = 50, # Set number of rounds to stop at if there is no improvement
                    
                    verbose = 1, # 1 - Prints out fit
                    nthread = 1, # Set number of parallel threads
                    print_every_n = 20 # Prints out result every 20th iteration
) # Set evaluation metric to use
## [1]  train-rmse:13.578958+0.091843   test-rmse:13.622857+0.366037 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.379028+0.094259   test-rmse:13.303685+0.383690 
## [41] train-rmse:11.406704+0.139821   test-rmse:13.127308+0.430402 
## [61] train-rmse:10.592139+0.179111   test-rmse:12.974181+0.452203 
## [81] train-rmse:9.869703+0.181093    test-rmse:12.865844+0.487439 
## [101]    train-rmse:9.212356+0.212535    test-rmse:12.802720+0.526226 
## [121]    train-rmse:8.609606+0.219710    test-rmse:12.753986+0.574386 
## [141]    train-rmse:8.074230+0.226456    test-rmse:12.720313+0.611248 
## [161]    train-rmse:7.546944+0.254313    test-rmse:12.696120+0.609874 
## [181]    train-rmse:7.035126+0.282197    test-rmse:12.654754+0.608825 
## [201]    train-rmse:6.554394+0.302931    test-rmse:12.648546+0.591392 
## [221]    train-rmse:6.151366+0.302709    test-rmse:12.638509+0.580626 
## [241]    train-rmse:5.780726+0.286129    test-rmse:12.612487+0.571707 
## [261]    train-rmse:5.421070+0.279849    test-rmse:12.593311+0.554464 
## [281]    train-rmse:5.094150+0.275771    test-rmse:12.593324+0.544478 
## [301]    train-rmse:4.790132+0.288411    test-rmse:12.577325+0.542214 
## [321]    train-rmse:4.506210+0.298470    test-rmse:12.569824+0.536394 
## [341]    train-rmse:4.219132+0.292756    test-rmse:12.556398+0.551103 
## [361]    train-rmse:3.967212+0.291323    test-rmse:12.546155+0.556331 
## [381]    train-rmse:3.737578+0.298927    test-rmse:12.536322+0.557806 
## [401]    train-rmse:3.531440+0.293228    test-rmse:12.533678+0.550965 
## [421]    train-rmse:3.342895+0.290163    test-rmse:12.525153+0.546144 
## [441]    train-rmse:3.169442+0.283163    test-rmse:12.528169+0.544430 
## [461]    train-rmse:3.004425+0.279702    test-rmse:12.527208+0.541161 
## Stopping. Best iteration:
## [425]    train-rmse:3.307175+0.290749    test-rmse:12.522097+0.546142
set.seed(111111)
bst_mod_5 <- xgb.cv(data = dtrain, # Set training data
                    
                    nfold = 5, # Use 5 fold cross-validation
                    
                    eta = 0.005, # Set learning rate

                    nrounds = 1000, # Set number of rounds
                    early_stopping_rounds = 50, # Set number of rounds to stop at if there is no improvement
                    
                    verbose = 1, # 1 - Prints out fit
                    nthread = 1, # Set number of parallel threads
                    print_every_n = 20 # Prints out result every 20th iteration
                    
) # Set evaluation metric to use
## [1]  train-rmse:13.612972+0.092082   test-rmse:13.633024+0.366555 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.969258+0.088034   test-rmse:13.446293+0.363823 
## [41] train-rmse:12.407507+0.091980   test-rmse:13.312982+0.383528 
## [61] train-rmse:11.893632+0.114655   test-rmse:13.216295+0.402803 
## [81] train-rmse:11.430666+0.139854   test-rmse:13.134303+0.429672 
## [101]    train-rmse:11.011274+0.161837   test-rmse:13.050334+0.451272 
## [121]    train-rmse:10.611535+0.181974   test-rmse:12.973940+0.456372 
## [141]    train-rmse:10.240943+0.184529   test-rmse:12.911231+0.472302 
## [161]    train-rmse:9.890641+0.183818    test-rmse:12.868711+0.494929 
## [181]    train-rmse:9.553540+0.205719    test-rmse:12.830332+0.506525 
## [201]    train-rmse:9.229707+0.218823    test-rmse:12.799413+0.534451 
## [221]    train-rmse:8.923818+0.222957    test-rmse:12.780929+0.554721 
## [241]    train-rmse:8.624052+0.229435    test-rmse:12.754831+0.577781 
## [261]    train-rmse:8.346949+0.233295    test-rmse:12.736217+0.590016 
## [281]    train-rmse:8.084365+0.233600    test-rmse:12.720382+0.590065 
## [301]    train-rmse:7.818980+0.245813    test-rmse:12.700552+0.589136 
## [321]    train-rmse:7.553297+0.266517    test-rmse:12.680864+0.584539 
## [341]    train-rmse:7.300448+0.288819    test-rmse:12.668716+0.587628 
## [361]    train-rmse:7.056711+0.300896    test-rmse:12.651195+0.589158 
## [381]    train-rmse:6.817912+0.308280    test-rmse:12.634142+0.593326 
## [401]    train-rmse:6.585375+0.310032    test-rmse:12.625175+0.600514 
## [421]    train-rmse:6.361939+0.301848    test-rmse:12.619011+0.599849 
## [441]    train-rmse:6.162776+0.299375    test-rmse:12.608907+0.601828 
## [461]    train-rmse:5.968794+0.293648    test-rmse:12.598793+0.597946 
## [481]    train-rmse:5.783054+0.292792    test-rmse:12.585375+0.583862 
## [501]    train-rmse:5.610086+0.290366    test-rmse:12.579620+0.577725 
## [521]    train-rmse:5.447097+0.286440    test-rmse:12.581642+0.577271 
## [541]    train-rmse:5.287597+0.288686    test-rmse:12.579036+0.575963 
## [561]    train-rmse:5.133634+0.286699    test-rmse:12.580246+0.578485 
## [581]    train-rmse:4.978243+0.282811    test-rmse:12.583458+0.582474 
## [601]    train-rmse:4.822702+0.279592    test-rmse:12.586602+0.585545 
## Stopping. Best iteration:
## [555]    train-rmse:5.178121+0.289368    test-rmse:12.577185+0.578204
# eta plots

# Extract results for model with eta = 0.3
pd1 <- cbind.data.frame(bst_mod_1$evaluation_log[,c("iter", "test_rmse_mean")], rep(0.3, nrow(bst_mod_1$evaluation_log)))
names(pd1)[3] <- "eta"
# Extract results for model with eta = 0.1
pd2 <- cbind.data.frame(bst_mod_2$evaluation_log[,c("iter", "test_rmse_mean")], rep(0.1, nrow(bst_mod_2$evaluation_log)))
names(pd2)[3] <- "eta"
# Extract results for model with eta = 0.05
pd3 <- cbind.data.frame(bst_mod_3$evaluation_log[,c("iter", "test_rmse_mean")], rep(0.05, nrow(bst_mod_3$evaluation_log)))
names(pd3)[3] <- "eta"
# Extract results for model with eta = 0.01
pd4 <- cbind.data.frame(bst_mod_4$evaluation_log[,c("iter", "test_rmse_mean")], rep(0.01, nrow(bst_mod_4$evaluation_log)))
names(pd4)[3] <- "eta"
# Extract results for model with eta = 0.005
pd5 <- cbind.data.frame(bst_mod_5$evaluation_log[,c("iter", "test_rmse_mean")], rep(0.005, nrow(bst_mod_5$evaluation_log)))
names(pd5)[3] <- "eta"
# Join datasets
plot_data <- rbind.data.frame(pd1, pd2, pd3, pd4, pd5)
# Converty ETA to factor
plot_data$eta <- as.factor(plot_data$eta)
# Plot points
g_6 <- ggplot(plot_data, aes(x = iter, y = test_rmse_mean, color = eta))+
  geom_point(alpha = 0.5) +
  theme_bw() + # Set theme
  theme(panel.grid.major = element_blank(), # Remove grid
        panel.grid.minor = element_blank(), # Remove grid
        panel.border = element_blank(), # Remove grid
        panel.background = element_blank()) + # Remove grid 
  labs(x = "Number of Trees", title = "RMSE v Number of Trees",
       y = "RMSE", color = "Learning \n Rate")  # Set labels
g_6

# Plot lines
g_7 <- ggplot(plot_data, aes(x = iter, y = test_rmse_mean, color = eta))+
  geom_smooth(alpha = 0.5) +
  theme_bw() + # Set theme
  theme(panel.grid.major = element_blank(), # Remove grid
        panel.grid.minor = element_blank(), # Remove grid
        panel.border = element_blank(), # Remove grid
        panel.background = element_blank()) + # Remove grid 
  labs(x = "Number of Trees", title = "RMSE v Number of Trees",
       y = "RMSE", color = "Learning \n Rate")  # Set labels
g_7
## `geom_smooth()` using method = 'loess' and formula = 'y ~ x'

The eta that minimizes RMSE is 0.1 and 0.05. 0.1 outperform 0.05, so we will choose that as the parameter value. Moreover, we can see that after nround 200 it is no longer improving, hence that will be the nroudds used

###### Tune max depth and min child weight ######


# Be Careful - This can take a very long time to run
max_depth_vals <- c(3, 5, 7, 10, 15) # Create vector of max depth values
min_child_weight <- c(1,3,5,7, 10, 15) # Create vector of min child values

# Expand grid of parameter values
cv_params <- expand.grid(max_depth_vals, min_child_weight)
names(cv_params) <- c("max_depth", "min_child_weight")
# Create results vector
rmse_vec  <- rep(NA, nrow(cv_params)) 
# Loop through results
for(i in 1:nrow(cv_params)){
  set.seed(111111)
  bst_tune <- xgb.cv(data = dtrain, # Set training data
                     
                     nfold = 5, # Use 5 fold cross-validation
                     
                     eta = 0.01, # Set learning rate
                     max.depth = cv_params$max_depth[i], # Set max depth
                     min_child_weight = cv_params$min_child_weight[i], # Set minimum number of samples in node to split
       
                     nrounds = 500, # Set number of rounds
                     early_stopping_rounds = 50, # Set number of rounds to stop at if there is no improvement
                     
                     verbose = 1, # 1 - Prints out fit
                     nthread = 1, # Set number of parallel threads
                     print_every_n = 20 # Prints out result every 20th iteration
                     
  ) # Set evaluation metric to use
  
  rmse_vec[i] <- bst_tune$evaluation_log$test_rmse_mean[bst_tune$best_ntreelimit]
}
## [1]  train-rmse:13.615209+0.093182   test-rmse:13.629504+0.370254 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:13.057188+0.110141   test-rmse:13.427374+0.407517 
## [41] train-rmse:12.587062+0.124142   test-rmse:13.240823+0.422510 
## [61] train-rmse:12.179960+0.137565   test-rmse:13.089923+0.443642 
## [81] train-rmse:11.813361+0.152281   test-rmse:12.956378+0.458500 
## [101]    train-rmse:11.481586+0.168594   test-rmse:12.850043+0.465303 
## [121]    train-rmse:11.171636+0.159292   test-rmse:12.776662+0.480834 
## [141]    train-rmse:10.872138+0.147928   test-rmse:12.729072+0.476410 
## [161]    train-rmse:10.592953+0.139467   test-rmse:12.695337+0.463115 
## [181]    train-rmse:10.324925+0.131886   test-rmse:12.646964+0.443293 
## [201]    train-rmse:10.084807+0.121361   test-rmse:12.614608+0.442679 
## [221]    train-rmse:9.858393+0.114953    test-rmse:12.599912+0.440286 
## [241]    train-rmse:9.642767+0.105342    test-rmse:12.593485+0.436419 
## [261]    train-rmse:9.437198+0.103225    test-rmse:12.584058+0.438313 
## [281]    train-rmse:9.246965+0.103776    test-rmse:12.585856+0.444898 
## [301]    train-rmse:9.072346+0.107384    test-rmse:12.583648+0.436811 
## Stopping. Best iteration:
## [258]    train-rmse:9.466478+0.104598    test-rmse:12.579935+0.437581
## 
## [1]  train-rmse:13.589987+0.092596   test-rmse:13.621293+0.369696 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.602236+0.121960   test-rmse:13.317832+0.392611 
## [41] train-rmse:11.804802+0.158284   test-rmse:13.138715+0.439487 
## [61] train-rmse:11.125311+0.197410   test-rmse:12.977906+0.460270 
## [81] train-rmse:10.525178+0.231806   test-rmse:12.895011+0.495699 
## [101]    train-rmse:9.951347+0.261203    test-rmse:12.837896+0.550127 
## [121]    train-rmse:9.426558+0.288044    test-rmse:12.776597+0.581627 
## [141]    train-rmse:8.926793+0.308544    test-rmse:12.721904+0.612928 
## [161]    train-rmse:8.472007+0.317109    test-rmse:12.686657+0.627336 
## [181]    train-rmse:8.023078+0.338981    test-rmse:12.647419+0.622306 
## [201]    train-rmse:7.614358+0.345375    test-rmse:12.634937+0.625413 
## [221]    train-rmse:7.255557+0.336228    test-rmse:12.643697+0.641487 
## [241]    train-rmse:6.906591+0.331663    test-rmse:12.650550+0.629770 
## Stopping. Best iteration:
## [198]    train-rmse:7.677425+0.347844    test-rmse:12.631767+0.626193
## 
## [1]  train-rmse:13.570324+0.091993   test-rmse:13.621456+0.363704 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.187917+0.085145   test-rmse:13.299389+0.348048 
## [41] train-rmse:11.055389+0.103228   test-rmse:13.115675+0.399140 
## [61] train-rmse:10.102520+0.136635   test-rmse:13.002413+0.451748 
## [81] train-rmse:9.273855+0.158741    test-rmse:12.901626+0.482060 
## [101]    train-rmse:8.530350+0.160071    test-rmse:12.884483+0.495295 
## [121]    train-rmse:7.848094+0.186147    test-rmse:12.834855+0.489888 
## [141]    train-rmse:7.266326+0.187527    test-rmse:12.812571+0.510694 
## [161]    train-rmse:6.719371+0.189310    test-rmse:12.768961+0.515850 
## [181]    train-rmse:6.225444+0.189043    test-rmse:12.726866+0.525263 
## [201]    train-rmse:5.794876+0.168342    test-rmse:12.685150+0.534423 
## [221]    train-rmse:5.398509+0.140683    test-rmse:12.661196+0.541679 
## [241]    train-rmse:5.004903+0.130810    test-rmse:12.650351+0.546638 
## [261]    train-rmse:4.670587+0.122003    test-rmse:12.635370+0.551969 
## [281]    train-rmse:4.343684+0.120671    test-rmse:12.622922+0.558821 
## [301]    train-rmse:4.040113+0.133382    test-rmse:12.612543+0.556492 
## [321]    train-rmse:3.771254+0.166327    test-rmse:12.613453+0.563003 
## [341]    train-rmse:3.527541+0.180710    test-rmse:12.603193+0.572726 
## [361]    train-rmse:3.291826+0.194899    test-rmse:12.597320+0.571138 
## [381]    train-rmse:3.061938+0.186568    test-rmse:12.596324+0.565605 
## [401]    train-rmse:2.849201+0.181528    test-rmse:12.589638+0.564870 
## [421]    train-rmse:2.658588+0.179767    test-rmse:12.588747+0.563141 
## [441]    train-rmse:2.474477+0.170746    test-rmse:12.588872+0.565278 
## [461]    train-rmse:2.300003+0.153075    test-rmse:12.586995+0.560441 
## [481]    train-rmse:2.135654+0.127691    test-rmse:12.585459+0.554121 
## [500]    train-rmse:1.998140+0.114680    test-rmse:12.590051+0.550802 
## [1]  train-rmse:13.550961+0.092981   test-rmse:13.620418+0.366135 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:11.792967+0.122271   test-rmse:13.307217+0.313605 
## [41] train-rmse:10.283515+0.130237   test-rmse:13.116722+0.325951 
## [61] train-rmse:9.018058+0.121829    test-rmse:13.021597+0.353779 
## [81] train-rmse:7.978352+0.108484    test-rmse:12.943965+0.379065 
## [101]    train-rmse:7.096102+0.107565    test-rmse:12.912913+0.412962 
## [121]    train-rmse:6.330716+0.126497    test-rmse:12.917387+0.433437 
## [141]    train-rmse:5.635109+0.121958    test-rmse:12.929697+0.471528 
## [161]    train-rmse:5.046580+0.126339    test-rmse:12.916668+0.505569 
## Stopping. Best iteration:
## [127]    train-rmse:6.115335+0.127079    test-rmse:12.907682+0.442397
## 
## [1]  train-rmse:13.541353+0.090903   test-rmse:13.621585+0.367198 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:11.615836+0.075880   test-rmse:13.332234+0.319461 
## [41] train-rmse:9.998255+0.066487    test-rmse:13.202078+0.316210 
## [61] train-rmse:8.628401+0.063065    test-rmse:13.107693+0.339390 
## [81] train-rmse:7.471830+0.053907    test-rmse:13.088614+0.440991 
## [101]    train-rmse:6.485647+0.045337    test-rmse:13.085089+0.539292 
## [121]    train-rmse:5.641634+0.051398    test-rmse:13.118910+0.604553 
## [141]    train-rmse:4.912397+0.045107    test-rmse:13.143163+0.661350 
## Stopping. Best iteration:
## [93] train-rmse:6.859964+0.046674    test-rmse:13.082419+0.508488
## 
## [1]  train-rmse:13.615480+0.093139   test-rmse:13.628920+0.370214 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:13.059964+0.106479   test-rmse:13.417852+0.407816 
## [41] train-rmse:12.599075+0.113604   test-rmse:13.244809+0.427680 
## [61] train-rmse:12.194800+0.129621   test-rmse:13.102420+0.445652 
## [81] train-rmse:11.828472+0.143317   test-rmse:12.978175+0.441249 
## [101]    train-rmse:11.497178+0.148604   test-rmse:12.881488+0.454942 
## [121]    train-rmse:11.190060+0.147170   test-rmse:12.817757+0.456636 
## [141]    train-rmse:10.893722+0.146352   test-rmse:12.766993+0.453036 
## [161]    train-rmse:10.609963+0.140398   test-rmse:12.729267+0.446497 
## [181]    train-rmse:10.350037+0.129327   test-rmse:12.684765+0.429542 
## [201]    train-rmse:10.111186+0.117455   test-rmse:12.649510+0.421217 
## [221]    train-rmse:9.888792+0.109204    test-rmse:12.631029+0.421709 
## [241]    train-rmse:9.682162+0.104271    test-rmse:12.622955+0.418666 
## [261]    train-rmse:9.472326+0.102713    test-rmse:12.626383+0.416668 
## [281]    train-rmse:9.283342+0.109246    test-rmse:12.629381+0.421923 
## Stopping. Best iteration:
## [238]    train-rmse:9.713727+0.104229    test-rmse:12.619008+0.419898
## 
## [1]  train-rmse:13.590757+0.092571   test-rmse:13.621629+0.370014 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.607900+0.123704   test-rmse:13.319921+0.385472 
## [41] train-rmse:11.820932+0.157278   test-rmse:13.156576+0.411354 
## [61] train-rmse:11.153722+0.191837   test-rmse:13.038929+0.402973 
## [81] train-rmse:10.563608+0.237664   test-rmse:12.959355+0.450460 
## [101]    train-rmse:10.000142+0.272671   test-rmse:12.916275+0.485358 
## [121]    train-rmse:9.474400+0.273121    test-rmse:12.870321+0.509914 
## [141]    train-rmse:8.971611+0.290218    test-rmse:12.835815+0.530493 
## [161]    train-rmse:8.487717+0.317732    test-rmse:12.796692+0.535857 
## [181]    train-rmse:8.070207+0.325742    test-rmse:12.765729+0.524732 
## [201]    train-rmse:7.682614+0.332443    test-rmse:12.754586+0.537274 
## [221]    train-rmse:7.312208+0.333519    test-rmse:12.741172+0.550364 
## [241]    train-rmse:6.966457+0.324495    test-rmse:12.726814+0.559473 
## [261]    train-rmse:6.641347+0.318304    test-rmse:12.723787+0.557968 
## [281]    train-rmse:6.349803+0.301843    test-rmse:12.717459+0.561488 
## [301]    train-rmse:6.072524+0.288005    test-rmse:12.720626+0.561113 
## [321]    train-rmse:5.810827+0.277244    test-rmse:12.716481+0.551790 
## [341]    train-rmse:5.576436+0.257556    test-rmse:12.706245+0.540802 
## [361]    train-rmse:5.355119+0.246794    test-rmse:12.697573+0.540252 
## [381]    train-rmse:5.143633+0.235323    test-rmse:12.694687+0.530757 
## [401]    train-rmse:4.943490+0.236868    test-rmse:12.694541+0.526413 
## [421]    train-rmse:4.763057+0.237393    test-rmse:12.697764+0.517550 
## [441]    train-rmse:4.586050+0.232232    test-rmse:12.701009+0.511071 
## Stopping. Best iteration:
## [396]    train-rmse:4.996026+0.232134    test-rmse:12.691230+0.527725
## 
## [1]  train-rmse:13.571926+0.091688   test-rmse:13.620036+0.365827 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.209949+0.086964   test-rmse:13.298045+0.379990 
## [41] train-rmse:11.089162+0.098145   test-rmse:13.097029+0.425347 
## [61] train-rmse:10.161508+0.126495   test-rmse:13.008065+0.475303 
## [81] train-rmse:9.347276+0.152394    test-rmse:12.921002+0.501843 
## [101]    train-rmse:8.619713+0.181020    test-rmse:12.835925+0.524229 
## [121]    train-rmse:7.952213+0.191087    test-rmse:12.796279+0.536615 
## [141]    train-rmse:7.359161+0.174523    test-rmse:12.801046+0.555695 
## [161]    train-rmse:6.836611+0.160274    test-rmse:12.810865+0.586335 
## Stopping. Best iteration:
## [124]    train-rmse:7.858269+0.183887    test-rmse:12.792692+0.544219
## 
## [1]  train-rmse:13.553521+0.092769   test-rmse:13.620153+0.366570 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:11.839873+0.113757   test-rmse:13.254238+0.370344 
## [41] train-rmse:10.405506+0.129282   test-rmse:13.048747+0.348866 
## [61] train-rmse:9.198783+0.112829    test-rmse:12.906442+0.316118 
## [81] train-rmse:8.184672+0.091425    test-rmse:12.838395+0.322048 
## [101]    train-rmse:7.313507+0.100196    test-rmse:12.787224+0.314947 
## [121]    train-rmse:6.567100+0.097649    test-rmse:12.747491+0.332046 
## [141]    train-rmse:5.908865+0.099239    test-rmse:12.735848+0.344613 
## [161]    train-rmse:5.323165+0.133591    test-rmse:12.698780+0.336731 
## [181]    train-rmse:4.809538+0.157317    test-rmse:12.674692+0.321608 
## [201]    train-rmse:4.342513+0.160517    test-rmse:12.649216+0.317144 
## [221]    train-rmse:3.920581+0.167044    test-rmse:12.638484+0.311461 
## [241]    train-rmse:3.553896+0.157316    test-rmse:12.614402+0.298627 
## [261]    train-rmse:3.241799+0.148627    test-rmse:12.600043+0.300068 
## [281]    train-rmse:2.971063+0.137582    test-rmse:12.583196+0.313868 
## [301]    train-rmse:2.742759+0.136569    test-rmse:12.576982+0.321550 
## [321]    train-rmse:2.511437+0.143687    test-rmse:12.570162+0.327464 
## [341]    train-rmse:2.322625+0.153493    test-rmse:12.573174+0.331913 
## [361]    train-rmse:2.147306+0.161013    test-rmse:12.572962+0.340089 
## Stopping. Best iteration:
## [317]    train-rmse:2.556410+0.141702    test-rmse:12.569454+0.325395
## 
## [1]  train-rmse:13.545104+0.090914   test-rmse:13.620857+0.366065 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:11.682780+0.072076   test-rmse:13.304758+0.358914 
## [41] train-rmse:10.117069+0.060583   test-rmse:13.157298+0.375991 
## [61] train-rmse:8.795442+0.056160    test-rmse:13.060591+0.341607 
## [81] train-rmse:7.672804+0.044083    test-rmse:13.043343+0.356438 
## [101]    train-rmse:6.719477+0.036763    test-rmse:13.049703+0.414778 
## [121]    train-rmse:5.890752+0.034720    test-rmse:13.015261+0.443027 
## [141]    train-rmse:5.173458+0.042097    test-rmse:12.981105+0.442763 
## [161]    train-rmse:4.555687+0.049653    test-rmse:12.940928+0.449496 
## [181]    train-rmse:4.029801+0.063818    test-rmse:12.938530+0.469156 
## [201]    train-rmse:3.578766+0.074125    test-rmse:12.940705+0.492958 
## [221]    train-rmse:3.189677+0.081196    test-rmse:12.929356+0.509176 
## [241]    train-rmse:2.845980+0.086770    test-rmse:12.915387+0.524863 
## [261]    train-rmse:2.551450+0.089479    test-rmse:12.903487+0.533804 
## [281]    train-rmse:2.301271+0.093405    test-rmse:12.891066+0.544198 
## [301]    train-rmse:2.091925+0.097571    test-rmse:12.890148+0.541959 
## [321]    train-rmse:1.909274+0.101293    test-rmse:12.884395+0.539354 
## [341]    train-rmse:1.748634+0.105254    test-rmse:12.883462+0.540020 
## [361]    train-rmse:1.607441+0.108526    test-rmse:12.878898+0.541092 
## [381]    train-rmse:1.481091+0.111596    test-rmse:12.882113+0.543319 
## [401]    train-rmse:1.370334+0.115725    test-rmse:12.881686+0.543905 
## Stopping. Best iteration:
## [363]    train-rmse:1.594105+0.108781    test-rmse:12.878547+0.541417
## 
## [1]  train-rmse:13.616504+0.092966   test-rmse:13.632623+0.370067 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:13.076891+0.110145   test-rmse:13.459660+0.399181 
## [41] train-rmse:12.635745+0.128841   test-rmse:13.273220+0.418660 
## [61] train-rmse:12.250286+0.156542   test-rmse:13.124037+0.430917 
## [81] train-rmse:11.898091+0.173361   test-rmse:12.995745+0.435595 
## [101]    train-rmse:11.582303+0.181274   test-rmse:12.894888+0.442581 
## [121]    train-rmse:11.279365+0.171490   test-rmse:12.813734+0.439689 
## [141]    train-rmse:10.991770+0.154906   test-rmse:12.753764+0.434257 
## [161]    train-rmse:10.717760+0.150801   test-rmse:12.698918+0.418125 
## [181]    train-rmse:10.462946+0.141761   test-rmse:12.651638+0.408152 
## [201]    train-rmse:10.229875+0.137788   test-rmse:12.642963+0.395789 
## [221]    train-rmse:10.007018+0.139120   test-rmse:12.624557+0.383274 
## [241]    train-rmse:9.798772+0.137587    test-rmse:12.621125+0.371440 
## [261]    train-rmse:9.594802+0.130168    test-rmse:12.619487+0.359586 
## [281]    train-rmse:9.395858+0.118021    test-rmse:12.613420+0.355978 
## [301]    train-rmse:9.205618+0.105795    test-rmse:12.607511+0.357011 
## [321]    train-rmse:9.028741+0.094125    test-rmse:12.611930+0.349589 
## [341]    train-rmse:8.861792+0.087180    test-rmse:12.600317+0.348410 
## [361]    train-rmse:8.714118+0.083368    test-rmse:12.599905+0.346365 
## [381]    train-rmse:8.567293+0.075311    test-rmse:12.597362+0.338373 
## [401]    train-rmse:8.421276+0.074177    test-rmse:12.598715+0.336963 
## [421]    train-rmse:8.286979+0.072143    test-rmse:12.596740+0.332528 
## Stopping. Best iteration:
## [388]    train-rmse:8.518208+0.073548    test-rmse:12.593678+0.338216
## 
## [1]  train-rmse:13.593843+0.091951   test-rmse:13.624763+0.367789 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.678902+0.112002   test-rmse:13.368354+0.390666 
## [41] train-rmse:11.928288+0.156492   test-rmse:13.189490+0.429755 
## [61] train-rmse:11.298045+0.210847   test-rmse:13.037480+0.455586 
## [81] train-rmse:10.714773+0.254651   test-rmse:12.920629+0.481848 
## [101]    train-rmse:10.179833+0.296568   test-rmse:12.839597+0.456715 
## [121]    train-rmse:9.673514+0.309749    test-rmse:12.749270+0.458815 
## [141]    train-rmse:9.190997+0.334912    test-rmse:12.686754+0.450571 
## [161]    train-rmse:8.740161+0.343028    test-rmse:12.651577+0.427974 
## [181]    train-rmse:8.307692+0.374982    test-rmse:12.630782+0.429005 
## [201]    train-rmse:7.912487+0.402778    test-rmse:12.599514+0.429153 
## [221]    train-rmse:7.553284+0.426410    test-rmse:12.576565+0.401139 
## [241]    train-rmse:7.225624+0.429656    test-rmse:12.563636+0.380203 
## [261]    train-rmse:6.906437+0.410010    test-rmse:12.548133+0.357869 
## [281]    train-rmse:6.609985+0.398161    test-rmse:12.540702+0.351299 
## [301]    train-rmse:6.328149+0.374063    test-rmse:12.522784+0.343443 
## [321]    train-rmse:6.055192+0.359058    test-rmse:12.505891+0.335322 
## [341]    train-rmse:5.803996+0.348812    test-rmse:12.502954+0.327600 
## [361]    train-rmse:5.559481+0.338800    test-rmse:12.498070+0.325244 
## [381]    train-rmse:5.339910+0.311240    test-rmse:12.499908+0.328018 
## [401]    train-rmse:5.135095+0.291683    test-rmse:12.499939+0.323525 
## Stopping. Best iteration:
## [368]    train-rmse:5.478179+0.332528    test-rmse:12.494815+0.326859
## 
## [1]  train-rmse:13.576863+0.092200   test-rmse:13.624117+0.363173 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.314942+0.097523   test-rmse:13.363930+0.372194 
## [41] train-rmse:11.271216+0.116146   test-rmse:13.183701+0.405285 
## [61] train-rmse:10.406075+0.158799   test-rmse:13.069918+0.457012 
## [81] train-rmse:9.638371+0.204670    test-rmse:13.006851+0.497116 
## [101]    train-rmse:8.963122+0.254621    test-rmse:12.962917+0.495344 
## [121]    train-rmse:8.331681+0.272644    test-rmse:12.903145+0.482067 
## [141]    train-rmse:7.774110+0.289722    test-rmse:12.854553+0.474433 
## [161]    train-rmse:7.282239+0.283502    test-rmse:12.799081+0.460123 
## [181]    train-rmse:6.818774+0.271164    test-rmse:12.757171+0.437233 
## [201]    train-rmse:6.378427+0.249322    test-rmse:12.724761+0.440146 
## [221]    train-rmse:5.984616+0.219964    test-rmse:12.685279+0.437602 
## [241]    train-rmse:5.616407+0.199991    test-rmse:12.663919+0.436256 
## [261]    train-rmse:5.284140+0.179972    test-rmse:12.648117+0.430358 
## [281]    train-rmse:4.997327+0.157703    test-rmse:12.623399+0.422254 
## [301]    train-rmse:4.717951+0.166006    test-rmse:12.598493+0.422143 
## [321]    train-rmse:4.450561+0.171357    test-rmse:12.594158+0.418226 
## [341]    train-rmse:4.203809+0.179775    test-rmse:12.589991+0.407992 
## [361]    train-rmse:3.974797+0.186804    test-rmse:12.581174+0.403202 
## [381]    train-rmse:3.764085+0.185202    test-rmse:12.567014+0.398107 
## [401]    train-rmse:3.566849+0.188593    test-rmse:12.558123+0.396141 
## [421]    train-rmse:3.394339+0.194508    test-rmse:12.558994+0.392070 
## [441]    train-rmse:3.227155+0.203125    test-rmse:12.558411+0.384673 
## [461]    train-rmse:3.058987+0.215318    test-rmse:12.552599+0.388225 
## [481]    train-rmse:2.911021+0.232556    test-rmse:12.546376+0.386330 
## [500]    train-rmse:2.768685+0.250279    test-rmse:12.545786+0.381565 
## [1]  train-rmse:13.561749+0.092181   test-rmse:13.623219+0.361725 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.010178+0.101974   test-rmse:13.338691+0.337930 
## [41] train-rmse:10.689350+0.098789   test-rmse:13.123850+0.324600 
## [61] train-rmse:9.569257+0.085296    test-rmse:13.010701+0.363690 
## [81] train-rmse:8.615738+0.125345    test-rmse:12.935466+0.454049 
## [101]    train-rmse:7.796297+0.191321    test-rmse:12.863006+0.508950 
## [121]    train-rmse:7.101138+0.210588    test-rmse:12.796658+0.544975 
## [141]    train-rmse:6.484963+0.229033    test-rmse:12.751998+0.570477 
## [161]    train-rmse:5.949002+0.235828    test-rmse:12.715758+0.601342 
## [181]    train-rmse:5.475733+0.237879    test-rmse:12.658484+0.627205 
## [201]    train-rmse:5.063906+0.242541    test-rmse:12.619486+0.638408 
## [221]    train-rmse:4.694061+0.231294    test-rmse:12.589151+0.654287 
## [241]    train-rmse:4.345590+0.217650    test-rmse:12.586264+0.670945 
## [261]    train-rmse:4.020935+0.216845    test-rmse:12.582752+0.674669 
## [281]    train-rmse:3.726925+0.201725    test-rmse:12.583571+0.674843 
## [301]    train-rmse:3.463075+0.185155    test-rmse:12.580799+0.682907 
## [321]    train-rmse:3.239226+0.178297    test-rmse:12.578769+0.693255 
## [341]    train-rmse:3.046563+0.169683    test-rmse:12.571976+0.705787 
## [361]    train-rmse:2.870071+0.171208    test-rmse:12.569147+0.718181 
## [381]    train-rmse:2.707249+0.165617    test-rmse:12.573684+0.721161 
## [401]    train-rmse:2.549969+0.159549    test-rmse:12.568708+0.725098 
## Stopping. Best iteration:
## [365]    train-rmse:2.835262+0.170900    test-rmse:12.567192+0.717401
## 
## [1]  train-rmse:13.554999+0.091069   test-rmse:13.624171+0.361871 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:11.886884+0.073760   test-rmse:13.344139+0.318456 
## [41] train-rmse:10.475879+0.077088   test-rmse:13.172667+0.299695 
## [61] train-rmse:9.265308+0.072616    test-rmse:13.038809+0.367951 
## [81] train-rmse:8.223152+0.075165    test-rmse:12.934281+0.452584 
## [101]    train-rmse:7.331978+0.098390    test-rmse:12.849196+0.526939 
## [121]    train-rmse:6.566014+0.118767    test-rmse:12.776610+0.546051 
## [141]    train-rmse:5.904876+0.138997    test-rmse:12.730449+0.575769 
## [161]    train-rmse:5.333749+0.154435    test-rmse:12.700656+0.605000 
## [181]    train-rmse:4.837071+0.162345    test-rmse:12.684548+0.632045 
## [201]    train-rmse:4.400303+0.163424    test-rmse:12.672734+0.654764 
## [221]    train-rmse:4.017470+0.163198    test-rmse:12.660448+0.673250 
## [241]    train-rmse:3.682244+0.161311    test-rmse:12.645758+0.686250 
## [261]    train-rmse:3.391292+0.161369    test-rmse:12.647114+0.691816 
## [281]    train-rmse:3.139120+0.156706    test-rmse:12.647970+0.707328 
## [301]    train-rmse:2.915789+0.162024    test-rmse:12.640417+0.713562 
## [321]    train-rmse:2.719417+0.164637    test-rmse:12.644901+0.722498 
## [341]    train-rmse:2.545414+0.161527    test-rmse:12.651974+0.733227 
## Stopping. Best iteration:
## [297]    train-rmse:2.958580+0.161732    test-rmse:12.638448+0.711170
## 
## [1]  train-rmse:13.618317+0.093436   test-rmse:13.633971+0.367689 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:13.086198+0.126450   test-rmse:13.460288+0.396109 
## [41] train-rmse:12.661049+0.163256   test-rmse:13.310165+0.420740 
## [61] train-rmse:12.293976+0.182905   test-rmse:13.179402+0.440767 
## [81] train-rmse:11.958717+0.197710   test-rmse:13.078831+0.440225 
## [101]    train-rmse:11.646219+0.202473   test-rmse:12.968567+0.457895 
## [121]    train-rmse:11.349011+0.200379   test-rmse:12.877496+0.476856 
## [141]    train-rmse:11.061833+0.195909   test-rmse:12.811731+0.473308 
## [161]    train-rmse:10.801918+0.190051   test-rmse:12.758275+0.456866 
## [181]    train-rmse:10.558069+0.191593   test-rmse:12.717746+0.453628 
## [201]    train-rmse:10.334475+0.189340   test-rmse:12.691524+0.446257 
## [221]    train-rmse:10.115070+0.190238   test-rmse:12.679362+0.427291 
## [241]    train-rmse:9.914759+0.198856    test-rmse:12.670709+0.410390 
## [261]    train-rmse:9.722769+0.197071    test-rmse:12.668426+0.396595 
## [281]    train-rmse:9.536470+0.190275    test-rmse:12.659838+0.378165 
## [301]    train-rmse:9.357578+0.176394    test-rmse:12.644401+0.362943 
## [321]    train-rmse:9.190246+0.166008    test-rmse:12.632370+0.363911 
## [341]    train-rmse:9.032111+0.161490    test-rmse:12.627664+0.358404 
## [361]    train-rmse:8.883974+0.153199    test-rmse:12.631190+0.353249 
## [381]    train-rmse:8.735186+0.146547    test-rmse:12.634112+0.360724 
## Stopping. Best iteration:
## [335]    train-rmse:9.077848+0.162755    test-rmse:12.624879+0.357653
## 
## [1]  train-rmse:13.596976+0.091148   test-rmse:13.628348+0.364892 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.699511+0.102487   test-rmse:13.395832+0.367071 
## [41] train-rmse:11.980305+0.131159   test-rmse:13.234465+0.418576 
## [61] train-rmse:11.365104+0.172636   test-rmse:13.073953+0.452899 
## [81] train-rmse:10.805064+0.220273   test-rmse:12.971154+0.460446 
## [101]    train-rmse:10.318193+0.253015   test-rmse:12.909193+0.458837 
## [121]    train-rmse:9.869641+0.245453    test-rmse:12.846679+0.456017 
## [141]    train-rmse:9.412542+0.235073    test-rmse:12.769449+0.475571 
## [161]    train-rmse:8.989597+0.232504    test-rmse:12.705463+0.478582 
## [181]    train-rmse:8.588890+0.229879    test-rmse:12.652371+0.494715 
## [201]    train-rmse:8.233858+0.242987    test-rmse:12.612395+0.501908 
## [221]    train-rmse:7.900598+0.231750    test-rmse:12.596391+0.509832 
## [241]    train-rmse:7.557953+0.241339    test-rmse:12.577478+0.518762 
## [261]    train-rmse:7.245656+0.262973    test-rmse:12.556075+0.533010 
## [281]    train-rmse:6.945556+0.278228    test-rmse:12.534219+0.534852 
## [301]    train-rmse:6.669648+0.289678    test-rmse:12.517200+0.546709 
## [321]    train-rmse:6.409285+0.305835    test-rmse:12.500734+0.533078 
## [341]    train-rmse:6.165543+0.305886    test-rmse:12.498367+0.523546 
## [361]    train-rmse:5.926428+0.276196    test-rmse:12.489388+0.515452 
## [381]    train-rmse:5.701846+0.265780    test-rmse:12.485177+0.524697 
## [401]    train-rmse:5.493562+0.247174    test-rmse:12.480368+0.530674 
## [421]    train-rmse:5.293373+0.230617    test-rmse:12.473045+0.529215 
## [441]    train-rmse:5.115162+0.228495    test-rmse:12.470093+0.537810 
## [461]    train-rmse:4.937615+0.219185    test-rmse:12.475022+0.546734 
## [481]    train-rmse:4.765014+0.201241    test-rmse:12.471732+0.550310 
## Stopping. Best iteration:
## [434]    train-rmse:5.179165+0.229584    test-rmse:12.466610+0.532954
## 
## [1]  train-rmse:13.582034+0.092109   test-rmse:13.626952+0.361832 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.401138+0.101867   test-rmse:13.391523+0.351249 
## [41] train-rmse:11.425610+0.099705   test-rmse:13.227704+0.402665 
## [61] train-rmse:10.625718+0.100507   test-rmse:13.123619+0.441162 
## [81] train-rmse:9.897456+0.128850    test-rmse:13.053220+0.490800 
## [101]    train-rmse:9.246090+0.131617    test-rmse:12.969852+0.528873 
## [121]    train-rmse:8.674664+0.132540    test-rmse:12.898384+0.542271 
## [141]    train-rmse:8.173513+0.125065    test-rmse:12.859829+0.536872 
## [161]    train-rmse:7.698818+0.133805    test-rmse:12.805343+0.536014 
## [181]    train-rmse:7.248512+0.138963    test-rmse:12.766291+0.528821 
## [201]    train-rmse:6.826498+0.133450    test-rmse:12.736152+0.531962 
## [221]    train-rmse:6.447776+0.150488    test-rmse:12.718066+0.546187 
## [241]    train-rmse:6.110701+0.182684    test-rmse:12.688845+0.541722 
## [261]    train-rmse:5.792070+0.206401    test-rmse:12.666969+0.545341 
## [281]    train-rmse:5.511265+0.237416    test-rmse:12.647627+0.546079 
## [301]    train-rmse:5.243506+0.241160    test-rmse:12.637809+0.534564 
## [321]    train-rmse:4.980592+0.248866    test-rmse:12.627940+0.519055 
## [341]    train-rmse:4.726741+0.245548    test-rmse:12.620124+0.510899 
## [361]    train-rmse:4.493264+0.228876    test-rmse:12.614476+0.513844 
## [381]    train-rmse:4.283890+0.226107    test-rmse:12.614894+0.513353 
## [401]    train-rmse:4.084290+0.230069    test-rmse:12.615096+0.503224 
## [421]    train-rmse:3.907353+0.234918    test-rmse:12.614490+0.504054 
## Stopping. Best iteration:
## [376]    train-rmse:4.334975+0.225647    test-rmse:12.611912+0.514366
## 
## [1]  train-rmse:13.568520+0.091341   test-rmse:13.626498+0.361758 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.139710+0.102788   test-rmse:13.378503+0.328701 
## [41] train-rmse:10.941573+0.123030   test-rmse:13.240845+0.370527 
## [61] train-rmse:9.927392+0.116394    test-rmse:13.109996+0.395462 
## [81] train-rmse:9.037911+0.116552    test-rmse:12.991700+0.460392 
## [101]    train-rmse:8.271876+0.145061    test-rmse:12.902247+0.493524 
## [121]    train-rmse:7.610969+0.146298    test-rmse:12.819576+0.537481 
## [141]    train-rmse:7.029394+0.137323    test-rmse:12.749876+0.590420 
## [161]    train-rmse:6.523354+0.143030    test-rmse:12.680482+0.631455 
## [181]    train-rmse:6.059854+0.142685    test-rmse:12.602697+0.648257 
## [201]    train-rmse:5.647385+0.148150    test-rmse:12.541517+0.651363 
## [221]    train-rmse:5.275816+0.167509    test-rmse:12.490198+0.665071 
## [241]    train-rmse:4.932701+0.176716    test-rmse:12.457095+0.682089 
## [261]    train-rmse:4.634615+0.188847    test-rmse:12.440820+0.700606 
## [281]    train-rmse:4.365142+0.200080    test-rmse:12.436972+0.722399 
## [301]    train-rmse:4.125125+0.204720    test-rmse:12.427686+0.746287 
## [321]    train-rmse:3.900931+0.204050    test-rmse:12.419657+0.765330 
## [341]    train-rmse:3.695070+0.199163    test-rmse:12.415494+0.777404 
## [361]    train-rmse:3.503787+0.192486    test-rmse:12.410057+0.788062 
## [381]    train-rmse:3.323671+0.181368    test-rmse:12.413987+0.793974 
## [401]    train-rmse:3.154331+0.159845    test-rmse:12.415738+0.802108 
## Stopping. Best iteration:
## [368]    train-rmse:3.435516+0.186952    test-rmse:12.408943+0.790445
## 
## [1]  train-rmse:13.564081+0.091356   test-rmse:13.627175+0.360874 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.066955+0.080733   test-rmse:13.372558+0.329400 
## [41] train-rmse:10.809267+0.085693   test-rmse:13.234224+0.386431 
## [61] train-rmse:9.710244+0.069308    test-rmse:13.111919+0.425638 
## [81] train-rmse:8.755669+0.071193    test-rmse:13.001735+0.503621 
## [101]    train-rmse:7.917108+0.067589    test-rmse:12.889133+0.565510 
## [121]    train-rmse:7.190071+0.070711    test-rmse:12.796286+0.606092 
## [141]    train-rmse:6.548940+0.071744    test-rmse:12.732233+0.620682 
## [161]    train-rmse:5.993232+0.080450    test-rmse:12.699396+0.635986 
## [181]    train-rmse:5.503425+0.088298    test-rmse:12.675154+0.649214 
## [201]    train-rmse:5.082040+0.101970    test-rmse:12.654115+0.653800 
## [221]    train-rmse:4.712374+0.119796    test-rmse:12.630731+0.673733 
## [241]    train-rmse:4.383385+0.135330    test-rmse:12.606646+0.705219 
## [261]    train-rmse:4.091381+0.137400    test-rmse:12.595601+0.726987 
## [281]    train-rmse:3.827527+0.136097    test-rmse:12.586043+0.746530 
## [301]    train-rmse:3.597303+0.135556    test-rmse:12.579827+0.767769 
## [321]    train-rmse:3.387765+0.133061    test-rmse:12.581073+0.782372 
## [341]    train-rmse:3.197894+0.132105    test-rmse:12.578558+0.792850 
## [361]    train-rmse:3.025893+0.129253    test-rmse:12.575086+0.801470 
## [381]    train-rmse:2.869696+0.125298    test-rmse:12.570028+0.811261 
## [401]    train-rmse:2.729208+0.121216    test-rmse:12.560843+0.815862 
## [421]    train-rmse:2.600738+0.117069    test-rmse:12.556069+0.815983 
## [441]    train-rmse:2.483398+0.115272    test-rmse:12.553293+0.818280 
## [461]    train-rmse:2.370529+0.112152    test-rmse:12.548265+0.822107 
## [481]    train-rmse:2.270515+0.110098    test-rmse:12.544440+0.827579 
## [500]    train-rmse:2.180874+0.110245    test-rmse:12.545282+0.830733 
## [1]  train-rmse:13.618680+0.092368   test-rmse:13.634726+0.366862 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:13.113622+0.107949   test-rmse:13.465421+0.383408 
## [41] train-rmse:12.695864+0.136825   test-rmse:13.319031+0.396911 
## [61] train-rmse:12.319556+0.153873   test-rmse:13.195013+0.422016 
## [81] train-rmse:11.994867+0.163259   test-rmse:13.096952+0.440733 
## [101]    train-rmse:11.697972+0.170618   test-rmse:13.007528+0.441367 
## [121]    train-rmse:11.409689+0.182774   test-rmse:12.936704+0.450298 
## [141]    train-rmse:11.149026+0.185137   test-rmse:12.883708+0.446198 
## [161]    train-rmse:10.903819+0.176225   test-rmse:12.832080+0.442054 
## [181]    train-rmse:10.677973+0.175984   test-rmse:12.784171+0.449118 
## [201]    train-rmse:10.455889+0.178303   test-rmse:12.747104+0.446313 
## [221]    train-rmse:10.249258+0.165118   test-rmse:12.717320+0.444380 
## [241]    train-rmse:10.055698+0.167014   test-rmse:12.697668+0.434286 
## [261]    train-rmse:9.877638+0.173736    test-rmse:12.691685+0.429764 
## [281]    train-rmse:9.702823+0.174480    test-rmse:12.692472+0.430047 
## [301]    train-rmse:9.536099+0.165907    test-rmse:12.685269+0.421245 
## [321]    train-rmse:9.376025+0.156563    test-rmse:12.675679+0.427293 
## [341]    train-rmse:9.225832+0.150755    test-rmse:12.672933+0.428491 
## [361]    train-rmse:9.079601+0.141837    test-rmse:12.671093+0.428601 
## [381]    train-rmse:8.937533+0.138388    test-rmse:12.666726+0.438149 
## [401]    train-rmse:8.788426+0.140312    test-rmse:12.658160+0.453994 
## [421]    train-rmse:8.648657+0.139354    test-rmse:12.655890+0.462390 
## [441]    train-rmse:8.513072+0.141282    test-rmse:12.655301+0.478296 
## [461]    train-rmse:8.384354+0.136933    test-rmse:12.655642+0.481887 
## [481]    train-rmse:8.255245+0.132793    test-rmse:12.649683+0.480132 
## [500]    train-rmse:8.142369+0.131388    test-rmse:12.643992+0.476919 
## [1]  train-rmse:13.601271+0.091297   test-rmse:13.626372+0.367358 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.778715+0.101677   test-rmse:13.380707+0.352170 
## [41] train-rmse:12.087315+0.122808   test-rmse:13.218751+0.357187 
## [61] train-rmse:11.517615+0.122370   test-rmse:13.065504+0.365700 
## [81] train-rmse:10.982167+0.158743   test-rmse:12.939649+0.374827 
## [101]    train-rmse:10.499332+0.191343   test-rmse:12.851505+0.402234 
## [121]    train-rmse:10.068419+0.187355   test-rmse:12.786475+0.416160 
## [141]    train-rmse:9.657386+0.191643    test-rmse:12.726353+0.423515 
## [161]    train-rmse:9.292180+0.203543    test-rmse:12.693580+0.428373 
## [181]    train-rmse:8.956345+0.192346    test-rmse:12.667616+0.434017 
## [201]    train-rmse:8.630796+0.183509    test-rmse:12.629598+0.433913 
## [221]    train-rmse:8.341565+0.174524    test-rmse:12.602186+0.439280 
## [241]    train-rmse:8.081230+0.184490    test-rmse:12.591287+0.437230 
## [261]    train-rmse:7.822062+0.184259    test-rmse:12.578022+0.439189 
## [281]    train-rmse:7.578213+0.198547    test-rmse:12.562454+0.425630 
## [301]    train-rmse:7.339511+0.205325    test-rmse:12.549648+0.422758 
## [321]    train-rmse:7.100934+0.221716    test-rmse:12.539239+0.413138 
## [341]    train-rmse:6.849877+0.241418    test-rmse:12.529717+0.405088 
## [361]    train-rmse:6.624881+0.246865    test-rmse:12.525115+0.389186 
## [381]    train-rmse:6.410268+0.264320    test-rmse:12.529201+0.373861 
## [401]    train-rmse:6.200224+0.271499    test-rmse:12.531838+0.351145 
## Stopping. Best iteration:
## [355]    train-rmse:6.688756+0.248189    test-rmse:12.521700+0.390264
## 
## [1]  train-rmse:13.588936+0.092067   test-rmse:13.624773+0.364916 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.514052+0.099952   test-rmse:13.346238+0.346230 
## [41] train-rmse:11.606473+0.104256   test-rmse:13.176607+0.345165 
## [61] train-rmse:10.849402+0.102583   test-rmse:13.037844+0.360218 
## [81] train-rmse:10.166814+0.118185   test-rmse:12.917688+0.387419 
## [101]    train-rmse:9.583189+0.102596    test-rmse:12.818956+0.376009 
## [121]    train-rmse:9.061072+0.100424    test-rmse:12.763757+0.366902 
## [141]    train-rmse:8.590289+0.079750    test-rmse:12.702477+0.367120 
## [161]    train-rmse:8.172592+0.074870    test-rmse:12.652379+0.373287 
## [181]    train-rmse:7.798051+0.091631    test-rmse:12.608174+0.387444 
## [201]    train-rmse:7.437012+0.103169    test-rmse:12.564707+0.405079 
## [221]    train-rmse:7.109192+0.124748    test-rmse:12.524390+0.417040 
## [241]    train-rmse:6.805312+0.145359    test-rmse:12.492288+0.409073 
## [261]    train-rmse:6.516036+0.173378    test-rmse:12.476979+0.383286 
## [281]    train-rmse:6.245619+0.193148    test-rmse:12.466661+0.381866 
## [301]    train-rmse:5.985009+0.198332    test-rmse:12.451678+0.376156 
## [321]    train-rmse:5.750024+0.209781    test-rmse:12.434801+0.373587 
## [341]    train-rmse:5.524886+0.228962    test-rmse:12.431255+0.376126 
## [361]    train-rmse:5.311260+0.239203    test-rmse:12.437658+0.376439 
## [381]    train-rmse:5.114743+0.251951    test-rmse:12.446449+0.375508 
## Stopping. Best iteration:
## [334]    train-rmse:5.601525+0.221928    test-rmse:12.428617+0.377261
## 
## [1]  train-rmse:13.578047+0.092602   test-rmse:13.624120+0.364002 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.332561+0.093928   test-rmse:13.359638+0.365144 
## [41] train-rmse:11.264468+0.089430   test-rmse:13.184812+0.394001 
## [61] train-rmse:10.343749+0.099164   test-rmse:13.036477+0.425158 
## [81] train-rmse:9.553016+0.111256    test-rmse:12.920269+0.465953 
## [101]    train-rmse:8.858841+0.101551    test-rmse:12.849213+0.484824 
## [121]    train-rmse:8.235052+0.098179    test-rmse:12.792984+0.519751 
## [141]    train-rmse:7.684355+0.083172    test-rmse:12.733787+0.533436 
## [161]    train-rmse:7.191510+0.087923    test-rmse:12.678322+0.537771 
## [181]    train-rmse:6.763366+0.104067    test-rmse:12.634651+0.534136 
## [201]    train-rmse:6.381230+0.103073    test-rmse:12.593648+0.536998 
## [221]    train-rmse:6.034319+0.098494    test-rmse:12.550988+0.529248 
## [241]    train-rmse:5.728236+0.097477    test-rmse:12.520125+0.515664 
## [261]    train-rmse:5.444443+0.101234    test-rmse:12.506020+0.509164 
## [281]    train-rmse:5.172741+0.112813    test-rmse:12.505380+0.511363 
## [301]    train-rmse:4.915425+0.116261    test-rmse:12.502940+0.507997 
## [321]    train-rmse:4.684893+0.126590    test-rmse:12.494091+0.511550 
## [341]    train-rmse:4.470548+0.135421    test-rmse:12.489808+0.512239 
## [361]    train-rmse:4.274370+0.136215    test-rmse:12.490791+0.510136 
## [381]    train-rmse:4.088831+0.137812    test-rmse:12.494271+0.512056 
## [401]    train-rmse:3.920231+0.140276    test-rmse:12.490692+0.512355 
## Stopping. Best iteration:
## [351]    train-rmse:4.372202+0.133853    test-rmse:12.488049+0.511141
## 
## [1]  train-rmse:13.576095+0.092193   test-rmse:13.624025+0.364187 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.290497+0.082408   test-rmse:13.345639+0.359953 
## [41] train-rmse:11.188669+0.073382   test-rmse:13.179382+0.395459 
## [61] train-rmse:10.229963+0.074222   test-rmse:13.007406+0.423303 
## [81] train-rmse:9.382518+0.079472    test-rmse:12.885909+0.456146 
## [101]    train-rmse:8.643133+0.089642    test-rmse:12.810209+0.486623 
## [121]    train-rmse:7.981099+0.096955    test-rmse:12.766391+0.516672 
## [141]    train-rmse:7.394769+0.106491    test-rmse:12.741249+0.535076 
## [161]    train-rmse:6.878312+0.124424    test-rmse:12.697214+0.544468 
## [181]    train-rmse:6.410560+0.140002    test-rmse:12.666869+0.545202 
## [201]    train-rmse:6.001364+0.141876    test-rmse:12.637334+0.552980 
## [221]    train-rmse:5.638678+0.145905    test-rmse:12.613207+0.564232 
## [241]    train-rmse:5.310301+0.151568    test-rmse:12.609224+0.564627 
## [261]    train-rmse:5.008130+0.156211    test-rmse:12.614651+0.573353 
## [281]    train-rmse:4.732697+0.162636    test-rmse:12.613698+0.582086 
## Stopping. Best iteration:
## [246]    train-rmse:5.231422+0.151143    test-rmse:12.607077+0.565547
## 
## [1]  train-rmse:13.617298+0.092353   test-rmse:13.635299+0.364905 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:13.098656+0.101975   test-rmse:13.507252+0.339953 
## [41] train-rmse:12.665936+0.144167   test-rmse:13.361337+0.340137 
## [61] train-rmse:12.302367+0.155903   test-rmse:13.217066+0.348602 
## [81] train-rmse:11.975962+0.152873   test-rmse:13.111742+0.355838 
## [101]    train-rmse:11.681751+0.151174   test-rmse:13.022182+0.362073 
## [121]    train-rmse:11.418550+0.144315   test-rmse:12.951136+0.374664 
## [141]    train-rmse:11.176197+0.134195   test-rmse:12.897275+0.380667 
## [161]    train-rmse:10.942335+0.126940   test-rmse:12.851098+0.387590 
## [181]    train-rmse:10.718222+0.115336   test-rmse:12.803674+0.384577 
## [201]    train-rmse:10.502343+0.109667   test-rmse:12.766248+0.373985 
## [221]    train-rmse:10.300695+0.108369   test-rmse:12.745186+0.368559 
## [241]    train-rmse:10.112195+0.100006   test-rmse:12.721373+0.359237 
## [261]    train-rmse:9.932682+0.098298    test-rmse:12.696427+0.347779 
## [281]    train-rmse:9.759694+0.107356    test-rmse:12.679857+0.335628 
## [301]    train-rmse:9.590052+0.113897    test-rmse:12.662701+0.330380 
## [321]    train-rmse:9.430423+0.122034    test-rmse:12.652600+0.336923 
## [341]    train-rmse:9.281656+0.126879    test-rmse:12.642973+0.337878 
## [361]    train-rmse:9.137280+0.135042    test-rmse:12.635781+0.344493 
## [381]    train-rmse:8.997480+0.136999    test-rmse:12.625937+0.350142 
## [401]    train-rmse:8.859541+0.147150    test-rmse:12.611063+0.363595 
## [421]    train-rmse:8.732657+0.149609    test-rmse:12.595861+0.367150 
## [441]    train-rmse:8.611271+0.154900    test-rmse:12.590957+0.373301 
## [461]    train-rmse:8.493080+0.153599    test-rmse:12.582869+0.380121 
## [481]    train-rmse:8.380552+0.156762    test-rmse:12.578931+0.384952 
## [500]    train-rmse:8.270900+0.154910    test-rmse:12.572879+0.387253 
## [1]  train-rmse:13.600940+0.091238   test-rmse:13.628552+0.361979 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.810055+0.077862   test-rmse:13.420088+0.289292 
## [41] train-rmse:12.136951+0.119007   test-rmse:13.240756+0.291758 
## [61] train-rmse:11.573626+0.109438   test-rmse:13.065771+0.307649 
## [81] train-rmse:11.062578+0.102306   test-rmse:12.930593+0.323307 
## [101]    train-rmse:10.605919+0.094440   test-rmse:12.814172+0.320293 
## [121]    train-rmse:10.193358+0.075316   test-rmse:12.744594+0.310455 
## [141]    train-rmse:9.808225+0.065961    test-rmse:12.677317+0.315814 
## [161]    train-rmse:9.452392+0.087200    test-rmse:12.616435+0.319190 
## [181]    train-rmse:9.140068+0.104054    test-rmse:12.581827+0.317084 
## [201]    train-rmse:8.831147+0.117221    test-rmse:12.553195+0.316111 
## [221]    train-rmse:8.546620+0.143369    test-rmse:12.515860+0.311408 
## [241]    train-rmse:8.279233+0.166027    test-rmse:12.494009+0.319684 
## [261]    train-rmse:8.030300+0.176741    test-rmse:12.464404+0.329924 
## [281]    train-rmse:7.794052+0.189029    test-rmse:12.447014+0.325854 
## [301]    train-rmse:7.558961+0.182039    test-rmse:12.423799+0.311472 
## [321]    train-rmse:7.332284+0.184143    test-rmse:12.406349+0.302421 
## [341]    train-rmse:7.126937+0.188796    test-rmse:12.385983+0.298635 
## [361]    train-rmse:6.911069+0.193797    test-rmse:12.366778+0.288457 
## [381]    train-rmse:6.725707+0.194546    test-rmse:12.351284+0.281104 
## [401]    train-rmse:6.537309+0.196735    test-rmse:12.331957+0.271221 
## [421]    train-rmse:6.354839+0.198544    test-rmse:12.326686+0.262622 
## [441]    train-rmse:6.184749+0.213208    test-rmse:12.326326+0.258175 
## [461]    train-rmse:6.018035+0.204124    test-rmse:12.320578+0.255020 
## [481]    train-rmse:5.869118+0.206036    test-rmse:12.317502+0.261321 
## [500]    train-rmse:5.721543+0.209800    test-rmse:12.313996+0.257235 
## [1]  train-rmse:13.592763+0.092193   test-rmse:13.628276+0.363262 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.633673+0.077738   test-rmse:13.418917+0.293989 
## [41] train-rmse:11.803838+0.112876   test-rmse:13.256465+0.294798 
## [61] train-rmse:11.122796+0.115853   test-rmse:13.094045+0.311276 
## [81] train-rmse:10.515223+0.105694   test-rmse:12.954217+0.327338 
## [101]    train-rmse:9.966723+0.102635    test-rmse:12.844835+0.332756 
## [121]    train-rmse:9.469285+0.082968    test-rmse:12.762705+0.333037 
## [141]    train-rmse:9.002270+0.050393    test-rmse:12.706642+0.342756 
## [161]    train-rmse:8.585810+0.026424    test-rmse:12.656272+0.347619 
## [181]    train-rmse:8.211872+0.044549    test-rmse:12.608627+0.360816 
## [201]    train-rmse:7.874438+0.070201    test-rmse:12.570753+0.362554 
## [221]    train-rmse:7.564446+0.098799    test-rmse:12.550868+0.361668 
## [241]    train-rmse:7.270654+0.122768    test-rmse:12.529584+0.367713 
## [261]    train-rmse:7.003100+0.150541    test-rmse:12.504527+0.389748 
## [281]    train-rmse:6.740868+0.162558    test-rmse:12.499759+0.397156 
## [301]    train-rmse:6.487814+0.166521    test-rmse:12.493635+0.391137 
## [321]    train-rmse:6.268122+0.177282    test-rmse:12.481408+0.387951 
## [341]    train-rmse:6.057414+0.181887    test-rmse:12.467864+0.383491 
## [361]    train-rmse:5.873880+0.183909    test-rmse:12.459799+0.381569 
## [381]    train-rmse:5.690889+0.199183    test-rmse:12.455960+0.383213 
## [401]    train-rmse:5.516253+0.200993    test-rmse:12.450578+0.387909 
## [421]    train-rmse:5.345890+0.209656    test-rmse:12.449819+0.394500 
## [441]    train-rmse:5.186720+0.216858    test-rmse:12.448417+0.399268 
## [461]    train-rmse:5.046410+0.220686    test-rmse:12.449981+0.405743 
## [481]    train-rmse:4.909865+0.219004    test-rmse:12.451956+0.407192 
## Stopping. Best iteration:
## [442]    train-rmse:5.180861+0.217025    test-rmse:12.447434+0.398617
## 
## [1]  train-rmse:13.588352+0.091963   test-rmse:13.628003+0.362416 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.544950+0.071264   test-rmse:13.413071+0.303842 
## [41] train-rmse:11.643442+0.076524   test-rmse:13.234858+0.297150 
## [61] train-rmse:10.865279+0.060691   test-rmse:13.054966+0.333543 
## [81] train-rmse:10.174459+0.054647   test-rmse:12.879421+0.359899 
## [101]    train-rmse:9.564817+0.059074    test-rmse:12.766130+0.363301 
## [121]    train-rmse:9.002711+0.042154    test-rmse:12.687702+0.356348 
## [141]    train-rmse:8.486487+0.028230    test-rmse:12.628220+0.379673 
## [161]    train-rmse:8.036940+0.021742    test-rmse:12.586733+0.395300 
## [181]    train-rmse:7.638431+0.036634    test-rmse:12.549208+0.406893 
## [201]    train-rmse:7.266422+0.055002    test-rmse:12.534987+0.417439 
## [221]    train-rmse:6.928802+0.075196    test-rmse:12.512319+0.410947 
## [241]    train-rmse:6.622357+0.094085    test-rmse:12.505681+0.422810 
## [261]    train-rmse:6.338353+0.103084    test-rmse:12.494860+0.430739 
## [281]    train-rmse:6.071971+0.101323    test-rmse:12.500806+0.424813 
## [301]    train-rmse:5.824951+0.108221    test-rmse:12.505362+0.430404 
## Stopping. Best iteration:
## [263]    train-rmse:6.311101+0.101220    test-rmse:12.493886+0.433588
## 
## [1]  train-rmse:13.588088+0.091726   test-rmse:13.628436+0.362025 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:12.539552+0.069346   test-rmse:13.417135+0.300697 
## [41] train-rmse:11.633964+0.075186   test-rmse:13.234606+0.292370 
## [61] train-rmse:10.836163+0.067031   test-rmse:13.049294+0.324594 
## [81] train-rmse:10.127413+0.062253   test-rmse:12.867083+0.357519 
## [101]    train-rmse:9.493604+0.062286    test-rmse:12.739492+0.344807 
## [121]    train-rmse:8.915835+0.049023    test-rmse:12.657244+0.330224 
## [141]    train-rmse:8.392588+0.041836    test-rmse:12.608562+0.354846 
## [161]    train-rmse:7.925353+0.038078    test-rmse:12.567099+0.367345 
## [181]    train-rmse:7.499915+0.046301    test-rmse:12.535283+0.389951 
## [201]    train-rmse:7.115178+0.060222    test-rmse:12.522526+0.395958 
## [221]    train-rmse:6.765202+0.067949    test-rmse:12.511112+0.396310 
## [241]    train-rmse:6.437162+0.074144    test-rmse:12.497553+0.412793 
## [261]    train-rmse:6.142622+0.079197    test-rmse:12.498016+0.422437 
## [281]    train-rmse:5.869543+0.083342    test-rmse:12.505707+0.428534 
## Stopping. Best iteration:
## [235]    train-rmse:6.532778+0.071785    test-rmse:12.495058+0.407456
# Join results in dataset
res_db <- cbind.data.frame(cv_params, rmse_vec)
names(res_db)[3] <- c("rmse") 
res_db$max_depth <- as.factor(res_db$max_depth) # Convert tree number to factor for plotting
res_db$min_child_weight <- as.factor(res_db$min_child_weight) # Convert node size to factor for plotting
# Print AUC heatmap
g_2 <- ggplot(res_db, aes(y = max_depth, x = min_child_weight, fill = rmse)) + # set aesthetics
  geom_tile() + # Use geom_tile for heatmap
  theme_bw() + # Set theme
  scale_fill_gradient2(low = "blue", # Choose low color
                       mid = "white", # Choose mid color
                       high = "red", # Choose high color
                       midpoint =mean(res_db$rmse), # Choose mid point
                       space = "Lab", 
                       na.value ="grey", # Choose NA value
                       guide = "colourbar", # Set color bar
                       aesthetics = "fill") + # Select aesthetics to apply
  labs(x = "Minimum Child Weight", y = "Max Depth", fill = "RMSE") # Set labels
g_2 # Generate plot

We want to minimize RMSE so we will choose min child weight = 15 and max depth = 3

###### Gamma Tuning ######


gamma_vals <- c(0, 0.05, 0.1, 0.15, 0.2) # Create vector of gamma values

# Be Careful - This can take a very long time to run
set.seed(111111)
rmse_vec  <- rep(NA, length(gamma_vals))
for(i in 1:length(gamma_vals)){
  bst_tune <- xgb.cv(data = dtrain, # Set training data
                     
                     nfold = 5, # Use 5 fold cross-validation
                     
                     eta = 0.1, # Set learning rate
                     max.depth = 3, # Set max depth
                     min_child_weight = 15, # Set minimum number of samples in node to split
                     gamma = gamma_vals[i], # Set minimum loss reduction for split
                     
                     
                     
                     nrounds = 500, # Set number of rounds
                     early_stopping_rounds = 50, # Set number of rounds to stop at if there is no improvement
                     
                     verbose = 1, # 1 - Prints out fit
                     nthread = 1, # Set number of parallel threads
                     print_every_n = 20 # Prints out result every 20th iteration
  ) # Set evaluation metric to use
  
  
  rmse_vec[i] <- bst_tune$evaluation_log$test_rmse_mean[bst_tune$best_ntreelimit]
  
  
}
## [1]  train-rmse:13.359932+0.097321   test-rmse:13.576033+0.344412 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.357351+0.103671   test-rmse:12.834295+0.352631 
## [41] train-rmse:8.737445+0.132865    test-rmse:12.684601+0.453516 
## [61] train-rmse:7.619859+0.160940    test-rmse:12.637081+0.437992 
## [81] train-rmse:6.744715+0.148999    test-rmse:12.638215+0.441509 
## [101]    train-rmse:5.976064+0.198407    test-rmse:12.648138+0.385009 
## [121]    train-rmse:5.322307+0.165316    test-rmse:12.585179+0.314053 
## [141]    train-rmse:4.820276+0.148075    test-rmse:12.576361+0.303282 
## [161]    train-rmse:4.344386+0.136072    test-rmse:12.538899+0.297577 
## [181]    train-rmse:3.874401+0.123202    test-rmse:12.557013+0.300584 
## [201]    train-rmse:3.472999+0.137072    test-rmse:12.564169+0.265262 
## Stopping. Best iteration:
## [161]    train-rmse:4.344386+0.136072    test-rmse:12.538899+0.297577
## 
## [1]  train-rmse:13.345774+0.295927   test-rmse:13.445683+1.294512 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.368458+0.224377   test-rmse:12.502022+1.279454 
## [41] train-rmse:8.778371+0.244212    test-rmse:12.548756+1.243488 
## [61] train-rmse:7.712165+0.233451    test-rmse:12.561054+1.238047 
## Stopping. Best iteration:
## [22] train-rmse:10.269426+0.210777   test-rmse:12.482676+1.276319
## 
## [1]  train-rmse:13.327665+0.454805   test-rmse:13.367819+1.744625 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.358167+0.413341   test-rmse:12.794616+1.571549 
## [41] train-rmse:8.783443+0.262425    test-rmse:12.738916+1.504324 
## [61] train-rmse:7.664329+0.134393    test-rmse:12.737196+1.537049 
## [81] train-rmse:6.722713+0.101306    test-rmse:12.699399+1.569902 
## [101]    train-rmse:5.913321+0.065161    test-rmse:12.654755+1.569442 
## [121]    train-rmse:5.278354+0.095471    test-rmse:12.620041+1.544988 
## [141]    train-rmse:4.735002+0.100188    test-rmse:12.608259+1.554809 
## [161]    train-rmse:4.235823+0.094050    test-rmse:12.601217+1.529358 
## [181]    train-rmse:3.837048+0.094454    test-rmse:12.619830+1.548570 
## [201]    train-rmse:3.463141+0.097148    test-rmse:12.618194+1.566593 
## Stopping. Best iteration:
## [160]    train-rmse:4.259837+0.096453    test-rmse:12.599525+1.526286
## 
## [1]  train-rmse:13.341674+0.308276   test-rmse:13.464040+1.259195 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.344599+0.264718   test-rmse:12.764553+1.369888 
## [41] train-rmse:8.739367+0.180258    test-rmse:12.695639+1.294699 
## [61] train-rmse:7.571160+0.151552    test-rmse:12.679395+1.317751 
## [81] train-rmse:6.696513+0.104923    test-rmse:12.675449+1.287849 
## Stopping. Best iteration:
## [33] train-rmse:9.328683+0.178276    test-rmse:12.654399+1.347401
## 
## [1]  train-rmse:13.353281+0.300398   test-rmse:13.446650+1.291380 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.392361+0.297477   test-rmse:12.733455+1.288977 
## [41] train-rmse:8.747141+0.307890    test-rmse:12.594557+1.368534 
## [61] train-rmse:7.597710+0.297294    test-rmse:12.511308+1.371037 
## [81] train-rmse:6.726297+0.305326    test-rmse:12.443228+1.408139 
## [101]    train-rmse:5.926545+0.256337    test-rmse:12.400043+1.339518 
## [121]    train-rmse:5.265250+0.228566    test-rmse:12.368493+1.312636 
## [141]    train-rmse:4.715132+0.178827    test-rmse:12.367339+1.352814 
## [161]    train-rmse:4.224718+0.136349    test-rmse:12.358302+1.311849 
## [181]    train-rmse:3.801654+0.120805    test-rmse:12.384228+1.319482 
## [201]    train-rmse:3.419499+0.124017    test-rmse:12.382789+1.329817 
## Stopping. Best iteration:
## [163]    train-rmse:4.185218+0.124766    test-rmse:12.341923+1.317381
# Lets view our results to identify the value of gamma to use:

# Gamma results
# Join gamma to values
cbind.data.frame(gamma_vals, rmse_vec)
##   gamma_vals rmse_vec
## 1       0.00 12.53890
## 2       0.05 12.48268
## 3       0.10 12.59952
## 4       0.15 12.65440
## 5       0.20 12.34192

The gamma that minimized RMSE is 0.2.

###### Subsample and Column sample Tuning ######

# Be Careful - This can take a very long time to run
subsample <- c(0.6, 0.7, 0.8, 0.9, 1) # Create vector of subsample values
colsample_by_tree <- c(0.6, 0.7, 0.8, 0.9, 1) # Create vector of col sample values

# Expand grid of tuning parameters
cv_params <- expand.grid(subsample, colsample_by_tree)
names(cv_params) <- c("subsample", "colsample_by_tree")
# Create vectors to store results
rmse_vec <- rep(NA, nrow(cv_params)) 
# Loop through parameter values
for(i in 1:nrow(cv_params)){
  set.seed(111111)
  bst_tune <- xgb.cv(data = dtrain, # Set training data
                     
                     nfold = 5, # Use 5 fold cross-validation
                     
                     eta = 0.1, # Set learning rate
                     max.depth = 3, # Set max depth
                     min_child_weight = 15, # Set minimum number of samples in node to split
                     gamma = 0.2, # Set minimum loss reduction for split
                     subsample = cv_params$subsample[i], # Set proportion of training data to use in tree
                     colsample_bytree = cv_params$colsample_by_tree[i], # Set number of variables to use in each tree
                     
                     nrounds = 500, # Set number of rounds
                     early_stopping_rounds = 50, # Set number of rounds to stop at if there is no improvement
                     
                     verbose = 1, # 1 - Prints out fit
                     nthread = 1, # Set number of parallel threads
                     print_every_n = 20 # Prints out result every 20th iteration
  ) # Set evaluation metric to use
  
  
  rmse_vec[i] <- bst_tune$evaluation_log$test_rmse_mean[bst_tune$best_ntreelimit]
  
  
}
## [1]  train-rmse:13.426665+0.106466   test-rmse:13.487585+0.378826 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.766142+0.108816   test-rmse:12.671511+0.424335 
## [41] train-rmse:9.352839+0.163399    test-rmse:12.738167+0.490536 
## [61] train-rmse:8.335653+0.178780    test-rmse:12.690153+0.441789 
## [81] train-rmse:7.438827+0.200300    test-rmse:12.604654+0.364942 
## [101]    train-rmse:6.765038+0.166241    test-rmse:12.561647+0.351140 
## [121]    train-rmse:6.183910+0.180032    test-rmse:12.569814+0.292626 
## [141]    train-rmse:5.639262+0.151483    test-rmse:12.511275+0.279855 
## [161]    train-rmse:5.163048+0.175518    test-rmse:12.528574+0.382635 
## [181]    train-rmse:4.722095+0.154615    test-rmse:12.486803+0.402056 
## Stopping. Best iteration:
## [132]    train-rmse:5.868342+0.150937    test-rmse:12.463867+0.316044
## 
## [1]  train-rmse:13.395392+0.083573   test-rmse:13.475011+0.403348 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.627610+0.105781   test-rmse:12.547996+0.357816 
## [41] train-rmse:9.218141+0.057879    test-rmse:12.529241+0.476099 
## [61] train-rmse:8.180493+0.119937    test-rmse:12.616231+0.490156 
## [81] train-rmse:7.289858+0.139839    test-rmse:12.536890+0.515375 
## Stopping. Best iteration:
## [34] train-rmse:9.655979+0.081827    test-rmse:12.503376+0.425409
## 
## [1]  train-rmse:13.398533+0.090142   test-rmse:13.465035+0.394320 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.511632+0.064220   test-rmse:12.646022+0.486227 
## [41] train-rmse:9.015162+0.066285    test-rmse:12.502284+0.489215 
## [61] train-rmse:7.849514+0.116301    test-rmse:12.492466+0.526658 
## [81] train-rmse:6.952876+0.091866    test-rmse:12.439944+0.490412 
## [101]    train-rmse:6.176833+0.064982    test-rmse:12.375877+0.469200 
## [121]    train-rmse:5.574921+0.079830    test-rmse:12.340745+0.385355 
## [141]    train-rmse:5.024919+0.079965    test-rmse:12.312305+0.365900 
## [161]    train-rmse:4.534366+0.105389    test-rmse:12.305005+0.373195 
## [181]    train-rmse:4.112398+0.134049    test-rmse:12.325861+0.382603 
## [201]    train-rmse:3.747410+0.133376    test-rmse:12.357045+0.344698 
## [221]    train-rmse:3.397851+0.128946    test-rmse:12.355363+0.356875 
## Stopping. Best iteration:
## [171]    train-rmse:4.303884+0.132224    test-rmse:12.294305+0.366229
## 
## [1]  train-rmse:13.397261+0.089219   test-rmse:13.497114+0.392600 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.429922+0.102293   test-rmse:12.700030+0.384860 
## [41] train-rmse:8.903652+0.144657    test-rmse:12.563259+0.463704 
## [61] train-rmse:7.780244+0.155957    test-rmse:12.479094+0.416827 
## [81] train-rmse:6.888697+0.179202    test-rmse:12.400598+0.454025 
## [101]    train-rmse:6.139280+0.223416    test-rmse:12.328585+0.530445 
## [121]    train-rmse:5.497265+0.184665    test-rmse:12.333824+0.503540 
## [141]    train-rmse:4.964076+0.194114    test-rmse:12.354189+0.454094 
## [161]    train-rmse:4.472036+0.198424    test-rmse:12.308272+0.476143 
## [181]    train-rmse:4.026564+0.178806    test-rmse:12.325298+0.467188 
## [201]    train-rmse:3.650177+0.141017    test-rmse:12.306626+0.468062 
## Stopping. Best iteration:
## [158]    train-rmse:4.542716+0.192630    test-rmse:12.295913+0.459098
## 
## [1]  train-rmse:13.364993+0.097725   test-rmse:13.532491+0.350226 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.449511+0.125139   test-rmse:12.720801+0.435071 
## [41] train-rmse:8.837709+0.161707    test-rmse:12.536802+0.501386 
## [61] train-rmse:7.688664+0.200895    test-rmse:12.522562+0.400935 
## [81] train-rmse:6.820092+0.249778    test-rmse:12.476267+0.413395 
## [101]    train-rmse:6.107643+0.248075    test-rmse:12.425235+0.386724 
## [121]    train-rmse:5.474431+0.193752    test-rmse:12.399948+0.364019 
## [141]    train-rmse:4.954764+0.188369    test-rmse:12.393336+0.386051 
## [161]    train-rmse:4.465249+0.192171    test-rmse:12.423590+0.377651 
## [181]    train-rmse:4.041078+0.181090    test-rmse:12.390823+0.421560 
## Stopping. Best iteration:
## [146]    train-rmse:4.821511+0.201460    test-rmse:12.389704+0.392323
## 
## [1]  train-rmse:13.426665+0.106466   test-rmse:13.487585+0.378826 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.762506+0.160084   test-rmse:12.679860+0.444361 
## [41] train-rmse:9.365780+0.173753    test-rmse:12.755671+0.446576 
## [61] train-rmse:8.293437+0.199969    test-rmse:12.620451+0.365464 
## [81] train-rmse:7.379568+0.164204    test-rmse:12.727069+0.288892 
## [101]    train-rmse:6.667201+0.159577    test-rmse:12.620634+0.308222 
## Stopping. Best iteration:
## [57] train-rmse:8.499995+0.184590    test-rmse:12.596934+0.380593
## 
## [1]  train-rmse:13.392374+0.082928   test-rmse:13.484324+0.404662 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.581219+0.119076   test-rmse:12.659099+0.366240 
## [41] train-rmse:9.161336+0.108800    test-rmse:12.614021+0.435265 
## [61] train-rmse:8.121279+0.155154    test-rmse:12.615396+0.491598 
## [81] train-rmse:7.216269+0.183278    test-rmse:12.522501+0.565146 
## [101]    train-rmse:6.475522+0.161579    test-rmse:12.479038+0.579391 
## [121]    train-rmse:5.834706+0.170591    test-rmse:12.521671+0.585582 
## [141]    train-rmse:5.308795+0.152128    test-rmse:12.523337+0.463976 
## Stopping. Best iteration:
## [93] train-rmse:6.748182+0.160036    test-rmse:12.460103+0.556017
## 
## [1]  train-rmse:13.397916+0.091241   test-rmse:13.459637+0.385805 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.551428+0.091243   test-rmse:12.667569+0.498117 
## [41] train-rmse:9.101845+0.114331    test-rmse:12.590285+0.610209 
## [61] train-rmse:7.912846+0.093229    test-rmse:12.591931+0.580084 
## [81] train-rmse:6.995672+0.077698    test-rmse:12.580738+0.540598 
## [101]    train-rmse:6.235899+0.056965    test-rmse:12.542757+0.490996 
## Stopping. Best iteration:
## [55] train-rmse:8.203697+0.078772    test-rmse:12.532370+0.593184
## 
## [1]  train-rmse:13.397261+0.089219   test-rmse:13.497114+0.392600 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.420676+0.108067   test-rmse:12.688356+0.308082 
## [41] train-rmse:8.850817+0.070962    test-rmse:12.479910+0.308180 
## [61] train-rmse:7.755429+0.125922    test-rmse:12.435261+0.319921 
## [81] train-rmse:6.825871+0.129389    test-rmse:12.319995+0.305267 
## [101]    train-rmse:6.119211+0.160134    test-rmse:12.356860+0.352067 
## [121]    train-rmse:5.473665+0.149885    test-rmse:12.381870+0.297400 
## [141]    train-rmse:4.914938+0.179506    test-rmse:12.355434+0.292640 
## Stopping. Best iteration:
## [93] train-rmse:6.404924+0.152635    test-rmse:12.316021+0.323136
## 
## [1]  train-rmse:13.362792+0.099230   test-rmse:13.529033+0.349623 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.462668+0.065745   test-rmse:12.785919+0.360010 
## [41] train-rmse:8.878728+0.189277    test-rmse:12.697356+0.380245 
## [61] train-rmse:7.663408+0.164367    test-rmse:12.647745+0.342743 
## [81] train-rmse:6.681198+0.151454    test-rmse:12.641252+0.272591 
## [101]    train-rmse:5.963644+0.163282    test-rmse:12.598924+0.315291 
## [121]    train-rmse:5.340839+0.158480    test-rmse:12.558105+0.325399 
## [141]    train-rmse:4.787503+0.159063    test-rmse:12.549891+0.337287 
## [161]    train-rmse:4.316121+0.141610    test-rmse:12.549667+0.319302 
## [181]    train-rmse:3.913772+0.139354    test-rmse:12.527086+0.324312 
## [201]    train-rmse:3.544523+0.153669    test-rmse:12.535656+0.332352 
## [221]    train-rmse:3.223734+0.136637    test-rmse:12.507407+0.354975 
## [241]    train-rmse:2.929577+0.124134    test-rmse:12.491887+0.373734 
## [261]    train-rmse:2.660536+0.121240    test-rmse:12.514879+0.384220 
## [281]    train-rmse:2.426076+0.120529    test-rmse:12.517443+0.380796 
## Stopping. Best iteration:
## [241]    train-rmse:2.929577+0.124134    test-rmse:12.491887+0.373734
## 
## [1]  train-rmse:13.413017+0.100049   test-rmse:13.528380+0.421188 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.714114+0.154413   test-rmse:12.747826+0.628225 
## [41] train-rmse:9.333127+0.138221    test-rmse:12.830110+0.694733 
## [61] train-rmse:8.232608+0.165421    test-rmse:12.747677+0.615639 
## [81] train-rmse:7.356319+0.120492    test-rmse:12.739208+0.513221 
## [101]    train-rmse:6.613401+0.087831    test-rmse:12.722193+0.503320 
## [121]    train-rmse:5.989294+0.116126    test-rmse:12.748438+0.448760 
## [141]    train-rmse:5.441800+0.128979    test-rmse:12.701938+0.374979 
## [161]    train-rmse:4.953820+0.135683    test-rmse:12.688170+0.395636 
## [181]    train-rmse:4.513220+0.107614    test-rmse:12.726205+0.426490 
## [201]    train-rmse:4.116069+0.109613    test-rmse:12.695527+0.449484 
## Stopping. Best iteration:
## [165]    train-rmse:4.865814+0.134846    test-rmse:12.674421+0.427181
## 
## [1]  train-rmse:13.384224+0.085650   test-rmse:13.503441+0.411712 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.553920+0.080542   test-rmse:12.627207+0.501408 
## [41] train-rmse:9.120101+0.061798    test-rmse:12.590516+0.507902 
## [61] train-rmse:8.007481+0.175291    test-rmse:12.522982+0.484447 
## [81] train-rmse:7.125837+0.202493    test-rmse:12.426358+0.465898 
## [101]    train-rmse:6.347731+0.179349    test-rmse:12.373534+0.490262 
## [121]    train-rmse:5.683613+0.183848    test-rmse:12.355847+0.448871 
## [141]    train-rmse:5.163938+0.172796    test-rmse:12.402244+0.385874 
## [161]    train-rmse:4.662361+0.177235    test-rmse:12.400697+0.377508 
## Stopping. Best iteration:
## [124]    train-rmse:5.608084+0.189428    test-rmse:12.339173+0.456048
## 
## [1]  train-rmse:13.382472+0.090609   test-rmse:13.482122+0.409538 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.434153+0.094516   test-rmse:12.596396+0.517502 
## [41] train-rmse:8.970276+0.071354    test-rmse:12.501987+0.544142 
## [61] train-rmse:7.855264+0.050555    test-rmse:12.476760+0.524007 
## [81] train-rmse:6.912979+0.050480    test-rmse:12.502982+0.580124 
## [101]    train-rmse:6.137369+0.088433    test-rmse:12.502030+0.514999 
## Stopping. Best iteration:
## [55] train-rmse:8.152552+0.026099    test-rmse:12.434299+0.515386
## 
## [1]  train-rmse:13.384760+0.093102   test-rmse:13.502710+0.395390 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.393483+0.130219   test-rmse:12.685469+0.324305 
## [41] train-rmse:8.879708+0.126470    test-rmse:12.540124+0.412680 
## [61] train-rmse:7.759778+0.182371    test-rmse:12.526640+0.397881 
## [81] train-rmse:6.800821+0.207114    test-rmse:12.503367+0.372714 
## [101]    train-rmse:6.041994+0.206738    test-rmse:12.504072+0.422367 
## [121]    train-rmse:5.359425+0.185644    test-rmse:12.494556+0.449255 
## [141]    train-rmse:4.806796+0.164117    test-rmse:12.464322+0.433008 
## [161]    train-rmse:4.339637+0.165476    test-rmse:12.470121+0.477761 
## [181]    train-rmse:3.911354+0.145079    test-rmse:12.457956+0.478347 
## [201]    train-rmse:3.541993+0.134241    test-rmse:12.445944+0.480231 
## [221]    train-rmse:3.207729+0.123040    test-rmse:12.439709+0.461239 
## [241]    train-rmse:2.913787+0.114211    test-rmse:12.461635+0.476524 
## Stopping. Best iteration:
## [194]    train-rmse:3.643763+0.146552    test-rmse:12.438352+0.473344
## 
## [1]  train-rmse:13.361001+0.099757   test-rmse:13.538303+0.349800 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.401701+0.115328   test-rmse:12.800070+0.350907 
## [41] train-rmse:8.815437+0.099871    test-rmse:12.685464+0.269961 
## [61] train-rmse:7.706411+0.178641    test-rmse:12.612686+0.205445 
## [81] train-rmse:6.787454+0.217923    test-rmse:12.593086+0.209229 
## [101]    train-rmse:6.020444+0.236174    test-rmse:12.620290+0.225800 
## [121]    train-rmse:5.383848+0.175995    test-rmse:12.609375+0.189660 
## [141]    train-rmse:4.794428+0.196277    test-rmse:12.572156+0.181195 
## [161]    train-rmse:4.345780+0.141488    test-rmse:12.577051+0.186086 
## [181]    train-rmse:3.922278+0.154228    test-rmse:12.559976+0.198979 
## Stopping. Best iteration:
## [135]    train-rmse:4.945546+0.203677    test-rmse:12.552038+0.175151
## 
## [1]  train-rmse:13.403130+0.099645   test-rmse:13.519988+0.393836 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.639950+0.175946   test-rmse:12.766127+0.505549 
## [41] train-rmse:9.278004+0.152154    test-rmse:12.654980+0.590185 
## [61] train-rmse:8.216020+0.170599    test-rmse:12.550363+0.562055 
## [81] train-rmse:7.359819+0.216586    test-rmse:12.600563+0.442363 
## [101]    train-rmse:6.607209+0.145160    test-rmse:12.585838+0.432737 
## [121]    train-rmse:5.998305+0.193385    test-rmse:12.598592+0.429037 
## Stopping. Best iteration:
## [74] train-rmse:7.642156+0.205902    test-rmse:12.526591+0.480872
## 
## [1]  train-rmse:13.374089+0.086431   test-rmse:13.488004+0.407743 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.528754+0.126421   test-rmse:12.683726+0.461484 
## [41] train-rmse:9.112142+0.101726    test-rmse:12.633805+0.522139 
## [61] train-rmse:8.038932+0.109413    test-rmse:12.635662+0.547106 
## [81] train-rmse:7.168839+0.143143    test-rmse:12.545774+0.509174 
## [101]    train-rmse:6.427646+0.132251    test-rmse:12.435729+0.528979 
## [121]    train-rmse:5.737237+0.158514    test-rmse:12.467642+0.481498 
## [141]    train-rmse:5.167329+0.124393    test-rmse:12.502932+0.432078 
## Stopping. Best iteration:
## [102]    train-rmse:6.392313+0.131894    test-rmse:12.431236+0.533071
## 
## [1]  train-rmse:13.359706+0.077699   test-rmse:13.468078+0.417011 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.472642+0.143985   test-rmse:12.658807+0.438942 
## [41] train-rmse:8.903083+0.191911    test-rmse:12.557810+0.531494 
## [61] train-rmse:7.775549+0.124605    test-rmse:12.481736+0.491032 
## [81] train-rmse:6.843277+0.106871    test-rmse:12.559944+0.438166 
## [101]    train-rmse:6.093288+0.078824    test-rmse:12.560052+0.452546 
## Stopping. Best iteration:
## [54] train-rmse:8.124526+0.157266    test-rmse:12.456647+0.489664
## 
## [1]  train-rmse:13.371422+0.096359   test-rmse:13.530153+0.373056 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.361149+0.136841   test-rmse:12.726856+0.289416 
## [41] train-rmse:8.841790+0.153506    test-rmse:12.545537+0.340301 
## [61] train-rmse:7.655639+0.144262    test-rmse:12.414371+0.329268 
## [81] train-rmse:6.736687+0.209654    test-rmse:12.375452+0.294613 
## [101]    train-rmse:5.979581+0.235273    test-rmse:12.347036+0.259121 
## [121]    train-rmse:5.321400+0.246476    test-rmse:12.381551+0.298022 
## [141]    train-rmse:4.804369+0.201200    test-rmse:12.329407+0.301399 
## Stopping. Best iteration:
## [94] train-rmse:6.245793+0.229165    test-rmse:12.310137+0.220138
## 
## [1]  train-rmse:13.358907+0.100531   test-rmse:13.552408+0.351948 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.399731+0.141876   test-rmse:12.830535+0.418424 
## [41] train-rmse:8.784734+0.121391    test-rmse:12.677641+0.426762 
## [61] train-rmse:7.635564+0.159336    test-rmse:12.663728+0.358411 
## [81] train-rmse:6.723426+0.190240    test-rmse:12.633758+0.385917 
## [101]    train-rmse:5.977772+0.183504    test-rmse:12.653014+0.403417 
## [121]    train-rmse:5.391170+0.181283    test-rmse:12.691020+0.385112 
## Stopping. Best iteration:
## [77] train-rmse:6.909574+0.185369    test-rmse:12.628079+0.372072
## 
## [1]  train-rmse:13.405246+0.107025   test-rmse:13.516542+0.344438 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.684805+0.102586   test-rmse:12.707626+0.356374 
## [41] train-rmse:9.120975+0.127460    test-rmse:12.604772+0.482373 
## [61] train-rmse:8.092042+0.105712    test-rmse:12.672942+0.472429 
## [81] train-rmse:7.236000+0.137345    test-rmse:12.629965+0.467858 
## [101]    train-rmse:6.463334+0.149040    test-rmse:12.532022+0.505441 
## [121]    train-rmse:5.812828+0.154488    test-rmse:12.472537+0.494453 
## [141]    train-rmse:5.288146+0.157736    test-rmse:12.480146+0.524910 
## [161]    train-rmse:4.802728+0.148811    test-rmse:12.484693+0.495254 
## Stopping. Best iteration:
## [130]    train-rmse:5.569640+0.165901    test-rmse:12.450953+0.508680
## 
## [1]  train-rmse:13.358517+0.090634   test-rmse:13.511862+0.394202 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.518904+0.136414   test-rmse:12.749674+0.424157 
## [41] train-rmse:8.864061+0.146273    test-rmse:12.447711+0.529453 
## [61] train-rmse:7.818395+0.138876    test-rmse:12.359017+0.499999 
## [81] train-rmse:6.945806+0.131296    test-rmse:12.325846+0.486784 
## [101]    train-rmse:6.184214+0.148854    test-rmse:12.310389+0.547548 
## [121]    train-rmse:5.500722+0.153431    test-rmse:12.306472+0.511232 
## [141]    train-rmse:4.951058+0.175322    test-rmse:12.271777+0.599793 
## [161]    train-rmse:4.489381+0.150253    test-rmse:12.288195+0.577063 
## [181]    train-rmse:4.040364+0.141381    test-rmse:12.337844+0.554107 
## Stopping. Best iteration:
## [140]    train-rmse:4.976178+0.174606    test-rmse:12.257636+0.593444
## 
## [1]  train-rmse:13.366284+0.070526   test-rmse:13.468769+0.401902 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.409843+0.099649   test-rmse:12.658966+0.302366 
## [41] train-rmse:8.825681+0.151223    test-rmse:12.420919+0.342349 
## [61] train-rmse:7.709425+0.149859    test-rmse:12.328559+0.341298 
## [81] train-rmse:6.810524+0.160336    test-rmse:12.240017+0.282429 
## [101]    train-rmse:6.070136+0.081527    test-rmse:12.207363+0.321215 
## [121]    train-rmse:5.431936+0.093022    test-rmse:12.265943+0.319846 
## Stopping. Best iteration:
## [90] train-rmse:6.456685+0.115209    test-rmse:12.186295+0.286180
## 
## [1]  train-rmse:13.364894+0.102691   test-rmse:13.569241+0.337177 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.345260+0.092189   test-rmse:12.735662+0.384916 
## [41] train-rmse:8.736600+0.067702    test-rmse:12.493683+0.399704 
## [61] train-rmse:7.594987+0.059547    test-rmse:12.403396+0.425646 
## [81] train-rmse:6.676233+0.134658    test-rmse:12.446559+0.414720 
## [101]    train-rmse:5.903375+0.144872    test-rmse:12.455759+0.395721 
## Stopping. Best iteration:
## [63] train-rmse:7.510777+0.064221    test-rmse:12.373874+0.426353
## 
## [1]  train-rmse:13.359932+0.097321   test-rmse:13.576033+0.344412 
## Multiple eval metrics are present. Will use test_rmse for early stopping.
## Will train until test_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.357351+0.103671   test-rmse:12.834295+0.352631 
## [41] train-rmse:8.737445+0.132865    test-rmse:12.684601+0.453516 
## [61] train-rmse:7.619859+0.160940    test-rmse:12.637081+0.437992 
## [81] train-rmse:6.744715+0.148999    test-rmse:12.638215+0.441509 
## [101]    train-rmse:5.976064+0.198407    test-rmse:12.648138+0.385009 
## [121]    train-rmse:5.322307+0.165316    test-rmse:12.585179+0.314053 
## [141]    train-rmse:4.820276+0.148075    test-rmse:12.576361+0.303282 
## [161]    train-rmse:4.344386+0.136072    test-rmse:12.538899+0.297577 
## [181]    train-rmse:3.874401+0.123202    test-rmse:12.557013+0.300584 
## [201]    train-rmse:3.472999+0.137072    test-rmse:12.564169+0.265262 
## Stopping. Best iteration:
## [161]    train-rmse:4.344386+0.136072    test-rmse:12.538899+0.297577
# visualise tuning sample params

res_db <- cbind.data.frame(cv_params, rmse_vec)
names(res_db)[3] <- c("rmse") 
res_db$subsample <- as.factor(res_db$subsample) # Convert tree number to factor for plotting
res_db$colsample_by_tree <- as.factor(res_db$colsample_by_tree) # Convert node size to factor for plotting
g_4 <- ggplot(res_db, aes(y = colsample_by_tree, x = subsample, fill = rmse)) + # set aesthetics
  geom_tile() + # Use geom_tile for heatmap
  theme_bw() + # Set theme
  scale_fill_gradient2(low = "blue", # Choose low color
                       mid = "white", # Choose mid color
                       high = "red", # Choose high color
                       midpoint =mean(res_db$rmse), # Choose mid point
                       space = "Lab", 
                       na.value ="grey", # Choose NA value
                       guide = "colourbar", # Set color bar
                       aesthetics = "fill") + # Select aesthetics to apply
  labs(x = "Subsample", y = "Column Sample by Tree", fill = "RMSE") # Set labels
g_4 # Generate plot

We minimize RMSE with subsample 0.8 and column sample of 1

# fit final xgb model
set.seed(111111)
final_xgb_model <- xgboost(data = dtrain, # Set training data
   
                     eta = 0.1, # Set learning rate
                     max.depth =  3, # Set max depth
                     min_child_weight = 15, # Set minimum number of samples in node to split
                     gamma = 0.2, # Set minimum loss reduction for split
                     subsample =  0.8, # Set proportion of training data to use in tree
                     colsample_bytree = 1, # Set number of variables to use in each tree
                     
                     nrounds = 200, # Set number of rounds
                     early_stopping_rounds = 50, # Set number of rounds to stop at if there is no improvement
                     
                     verbose = 1, # 1 - Prints out fit
                     nthread = 1, # Set number of parallel threads
                     print_every_n = 20 # Prints out result every 20th iteration
                     
) 
## [1]  train-rmse:13.394831 
## Will train until train_rmse hasn't improved in 50 rounds.
## 
## [21] train-rmse:10.767361 
## [41] train-rmse:9.424999 
## [61] train-rmse:8.328546 
## [81] train-rmse:7.435909 
## [101]    train-rmse:6.611024 
## [121]    train-rmse:5.939573 
## [141]    train-rmse:5.440866 
## [161]    train-rmse:4.819963 
## [181]    train-rmse:4.498090 
## [200]    train-rmse:4.117494
# Make predictions on the test set
xgboost_preds <- predict(final_xgb_model, dtest)  # If you have a separate test set, use it here
  
# Calculate RMSE
rmse <- rmse(test_data$GrowthRate, xgboost_preds)
rmse
## [1] 12.37771
#the XGBoost outperform RandomForest and RMSE is lower
# Let us look at variable importnace
# Extract importance
imp_mat <- xgb.importance(model = final_xgb_model)
# Plot importance (top 10 variables)
xgb.plot.importance(imp_mat, top_n = 10)

# Calculate SHAP importance

shap_result <- shap.score.rank(xgb_model = final_xgb_model,
                X_train =x_train,
                shap_approx = F)
## make SHAP score by decreasing order
# Plot SHAP importance
var_importance(shap_result, top_n=10)

As we see from both importance plots, the relevant metrics are very similar to what we saw before with Market Cap specially playing a big role. Moreover the standard deviation from the previous 8 weeks seems relevent with some more metrics like Return on Asset and Enterprise to EBITDA which speaks more on the company’s activity

Result Analysis

Based on RMSE we will choose XGBoost as the model to use

#Let us compare the distribution of the predicted and actual values

# Create a data frame for plotting
df_for_plot <- data.frame(
  value = c(test_data$GrowthRate, xgboost_preds),
  type = rep(c("Actual", "Predicted"), each = length(test_data$GrowthRate))
)
# Create the density plot
ggplot(df_for_plot, aes(x = value, fill = type)) +
  geom_density(alpha = 0.4) +  # Adjust alpha for transparency
  scale_fill_manual(values = c("Actual" = "blue", "Predicted" = "red")) +  # Colors for the densities
  theme_minimal() +
  labs(title = "Density Plot of Actual and Predicted Values",
       x = "Values", 
       y = "Density",
       fill = "Type")

The model seems to have more stable predictions than the actual values. It is more conservative on when predicint growth values with most values lying in the middle and having few outliers. Unfortunately, it did not seem to be able to predict the outliers super well which is the main goal

# Create scatter plot of actual vs predicted
ggplot(data.frame(Actual = test_data$GrowthRate, Predicted = xgboost_preds), aes(x = Actual, y = Predicted)) +
  geom_point(color = "darkgreen", alpha = 0.6) +
  geom_abline(intercept = 0, slope = 1, linetype = "dashed", color = "red") +  # 45-degree line
  theme_minimal() +
  labs(title = "Actual vs Predicted Values",
       x = "Actual Values",
       y = "Predicted Values")

From this plot we see that the model struggles with outliers, specially with the stocks with negative growth rate, in which, most values are predicted to have a higher growth rate than in reality. However, most value lie around the slightly positive range where there is no strong pattern on whether most values are under or over valued.

# Let us look into the residual values

# Calculate residuals
residuals <- test_data$GrowthRate - xgboost_preds

# Create residual plot
ggplot(data.frame(Predicted = xgboost_preds, Residuals = residuals), aes(x = Predicted, y = Residuals)) +
  geom_point(color = "blue") +
  geom_hline(yintercept = 0, linetype = "dashed", color = "red") +
  theme_minimal() +
  labs(title = "Residual Plot",
       x = "Predicted Values",
       y = "Residuals (Actual - Predicted)")

There does not seems to be a relevant pattern on the predicted values. Most are concentrated in the middle as it is where most observations lie and the variation seems somewhat consistent

#Let's compare what stocks the model would choose vs the actual best performing stocks

#dtest will know be the entire dataset
all_stock_info_pred <- all_stock_info[,-c(1, 22)]

x_test <- as.matrix(all_stock_info_pred[, -which(names(all_stock_info_pred) == "GrowthRate")]) # Exclude the target column
y_test <- all_stock_info$GrowthRate

# Convert the data to DMatrix format
dtest <- xgb.DMatrix(data = x_test, label = y_test)

# Prediction
predicted_growthrate <- predict(final_xgb_model, dtest)
# Add prediction values to table
stock_info_with_pred <- unmodified_stock_info
stock_info_with_pred$Predicted.GrowthRate <- predicted_growthrate

#Top 10 based on prediction
top_10_pred <- stock_info_with_pred[order(-stock_info_with_pred$Predicted.GrowthRate), ][1:10, ]
top_10_pred[,c("Ticker","longName", "GrowthRate", "Predicted.GrowthRate")]
##     Ticker                      longName GrowthRate Predicted.GrowthRate
## 233   DUOL                Duolingo, Inc.   44.04165             37.75624
## 409      K                     Kellanova   42.40926             36.98376
## 381   INSP Inspire Medical Systems, Inc.   42.45644             33.86571
## 60     APP          AppLovin Corporation   49.17370             29.74440
## 223   DOCS                Doximity, Inc.   40.95400             29.69561
## 25    AFRM         Affirm Holdings, Inc.   33.35326             29.66174
## 592   PLTR    Palantir Technologies Inc.   28.70597             28.27036
## 275   EXAS    Exact Sciences Corporation   38.37328             27.67384
## 764    VNO          Vornado Realty Trust   32.10333             26.81397
## 705    THC  Tenet Healthcare Corporation   24.69451             26.16585
#Top 10 based on actual value
top_10_act <- stock_info_with_pred[order(-stock_info_with_pred$GrowthRate), ][1:15, ]
top_10_act[,c("Ticker","longName", "GrowthRate", "Predicted.GrowthRate")]
##     Ticker                        longName GrowthRate Predicted.GrowthRate
## 60     APP            AppLovin Corporation   49.17370           29.7444000
## 233   DUOL                  Duolingo, Inc.   44.04165           37.7562408
## 381   INSP   Inspire Medical Systems, Inc.   42.45644           33.8657074
## 409      K                       Kellanova   42.40926           36.9837646
## 223   DOCS                  Doximity, Inc.   40.95400           29.6956062
## 275   EXAS      Exact Sciences Corporation   38.37328           27.6738358
## 490    MMM                      3M Company   33.53957           17.2106266
## 25    AFRM           Affirm Holdings, Inc.   33.35326           29.6617432
## 615   QDEL         QuidelOrtho Corporation   32.91361           18.0978794
## 759    VFC                V.F. Corporation   32.53505           20.9781418
## 764    VNO            Vornado Realty Trust   32.10333           26.8139744
## 747    UHS Universal Health Services, Inc.   31.45701           22.5807190
## 739      U             Unity Software Inc.   31.38811           20.3770981
## 770    VST                    Vistra Corp.   31.20679            8.0855293
## 661    SHC           Sotera Health Company   30.46512           -0.6768083

Wow! Only three stocks are different between the actual and predicted top 10, PLTR, VNO and THC, all other are in the top 10 but with different ranking. This shows that although the rates are different, the model is still able to filter and identify the ones that grow the most. With this we would be able to at least choose what stocks to invest, it might not be wise to use to distribute what exactly amount to go to each stock, but to act more as a filter.

In conclusion, growth rate are somewhat predictable given financial information of the company, but it is evident which stocks will have a good growth rate, even if the that rate is not exactly as calculated. For comparison the SP500 growth rate in 10 weeks (in the same time frame used) was 8.6%, while the model was able to correctly identify stock with far higher growth. This would indicate that markets are not efficient. The next step is to test the model versus people and a fish in choosing stock. Depending the winner, we would be able to tell if stocks are random or if predictable